Entrenamiento de YOLOv8 con Transfer Learning - Especies GalÑpagos 🦎🐧¢

Este cuaderno entrena un modelo YOLOv8 sobre un dataset personalizado de especies endΓ©micas del Ecuador.

InΒ [1]:
from IPython.display import Image, display
import os

# Visualiza 3 imΓ‘genes de entrenamiento
image_dir = "dataset_final_yolo_v8/images/train"
sample_images = os.listdir(image_dir)[:3]
for img in sample_images:
    display(Image(filename=os.path.join(image_dir, img)))
No description has been provided for this image
No description has been provided for this image
No description has been provided for this image
InΒ [2]:
from pathlib import Path
import os

# Ruta base del dataset
dataset_path = Path("/home/jdominguez/Documentos/Cuadernos/PaulVisionDCC/dataset_final_yolo/dataset_final_yolo/obj_train_data")
assert dataset_path.exists(), f"❌ Ruta no encontrada: {dataset_path}"

# Crear un archivo dataset.yaml reproducible
yaml_content = """
path: /home/jdominguez/Documentos/Cuadernos/PaulVisionDCC/dataset_final_yolo/dataset_final_yolo
train: obj_train_data
val: obj_train_data
test: obj_train_data

names:
  0: iguana
  1: lobo_marino
  2: pelΓ­cano
  3: pingΓΌino
  4: tortuga
"""

with open("dataset.yaml", "w") as f:
    f.write(yaml_content.strip())

print("βœ… Archivo dataset.yaml generado correctamente.")
βœ… Archivo dataset.yaml generado correctamente.
InΒ [7]:
import os
os.remove("yolov8n.pt")
InΒ [1]:
import torch
print(torch.__version__)  # βœ… Debe decir 2.1.2
A module that was compiled using NumPy 1.x cannot be run in
NumPy 2.2.6 as it may crash. To support both 1.x and 2.x
versions of NumPy, modules must be compiled with NumPy 2.0.
Some module may need to rebuild instead e.g. with 'pybind11>=2.12'.

If you are a user of the module, the easiest solution will be to
downgrade to 'numpy<2' or try to upgrade the affected module.
We expect that some modules will need time to support NumPy 2.

Traceback (most recent call last):  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/runpy.py", line 198, in _run_module_as_main
    return _run_code(code, main_globals, None,
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/runpy.py", line 88, in _run_code
    exec(code, run_globals)
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/ipykernel_launcher.py", line 18, in <module>
    app.launch_new_instance()
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/traitlets/config/application.py", line 1075, in launch_instance
    app.start()
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/ipykernel/kernelapp.py", line 739, in start
    self.io_loop.start()
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/tornado/platform/asyncio.py", line 211, in start
    self.asyncio_loop.run_forever()
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/asyncio/base_events.py", line 608, in run_forever
    self._run_once()
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/asyncio/base_events.py", line 1936, in _run_once
    handle._run()
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/asyncio/events.py", line 84, in _run
    self._context.run(self._callback, *self._args)
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/ipykernel/kernelbase.py", line 516, in dispatch_queue
    await self.process_one()
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/ipykernel/kernelbase.py", line 505, in process_one
    await dispatch(*args)
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/ipykernel/kernelbase.py", line 397, in dispatch_shell
    await result
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/ipykernel/ipkernel.py", line 368, in execute_request
    await super().execute_request(stream, ident, parent)
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/ipykernel/kernelbase.py", line 752, in execute_request
    reply_content = await reply_content
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/ipykernel/ipkernel.py", line 455, in do_execute
    res = shell.run_cell(
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/ipykernel/zmqshell.py", line 577, in run_cell
    return super().run_cell(*args, **kwargs)
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/IPython/core/interactiveshell.py", line 3116, in run_cell
    result = self._run_cell(
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/IPython/core/interactiveshell.py", line 3171, in _run_cell
    result = runner(coro)
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/IPython/core/async_helpers.py", line 128, in _pseudo_sync_runner
    coro.send(None)
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/IPython/core/interactiveshell.py", line 3394, in run_cell_async
    has_raised = await self.run_ast_nodes(code_ast.body, cell_name,
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/IPython/core/interactiveshell.py", line 3639, in run_ast_nodes
    if await self.run_code(code, result, async_=asy):
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/IPython/core/interactiveshell.py", line 3699, in run_code
    exec(code_obj, self.user_global_ns, self.user_ns)
  File "/tmp/ipykernel_110141/4193278548.py", line 1, in <module>
    import torch
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/torch/__init__.py", line 1382, in <module>
    from .functional import *  # noqa: F403
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/torch/functional.py", line 7, in <module>
    import torch.nn.functional as F
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/torch/nn/__init__.py", line 1, in <module>
    from .modules import *  # noqa: F403
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/torch/nn/modules/__init__.py", line 35, in <module>
    from .transformer import TransformerEncoder, TransformerDecoder, \
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/torch/nn/modules/transformer.py", line 20, in <module>
    device: torch.device = torch.device(torch._C._get_default_device()),  # torch.device('cpu'),
/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/torch/nn/modules/transformer.py:20: UserWarning: Failed to initialize NumPy: _ARRAY_API not found (Triggered internally at ../torch/csrc/utils/tensor_numpy.cpp:84.)
  device: torch.device = torch.device(torch._C._get_default_device()),  # torch.device('cpu'),
2.1.2+cu121
InΒ [2]:
from ultralytics import YOLO

# Carga directa sin errores
model = YOLO("yolov8n.pt")
InΒ [5]:
!pip uninstall numpy -y
!pip install numpy==1.24.4
Found existing installation: numpy 2.2.6
Uninstalling numpy-2.2.6:
  Successfully uninstalled numpy-2.2.6
Collecting numpy==1.24.4
  Downloading numpy-1.24.4-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (5.6 kB)
Downloading numpy-1.24.4-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (17.3 MB)
   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 17.3/17.3 MB 53.5 MB/s eta 0:00:00MB/s eta 0:00:01
Installing collected packages: numpy
ERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.
scipy 1.16.1 requires numpy<2.6,>=1.25.2, but you have numpy 1.24.4 which is incompatible.
contourpy 1.3.3 requires numpy>=1.25, but you have numpy 1.24.4 which is incompatible.
opencv-python 4.12.0.88 requires numpy<2.3.0,>=2; python_version >= "3.9", but you have numpy 1.24.4 which is incompatible.
Successfully installed numpy-1.24.4
InΒ [1]:
import numpy as np
import scipy
print("NumPy:", np.__version__)
print("SciPy:", scipy.__version__)
NumPy: 1.24.4
SciPy: 1.11.4
InΒ [2]:
# Entrenar el modelo sobre el dataset personalizado
from ultralytics import YOLO

model = YOLO("yolov8n.pt")  # Modelo base (nano)

results = model.train(
    data="dataset.yaml",        # Tu archivo .yaml con clases y rutas
    epochs=100,                 # NΓΊmero de Γ©pocas
    imgsz=640,                  # TamaΓ±o de imagen (puedes aumentar a 800 o 960 si tienes GPU potente)
    batch=8,                    # TamaΓ±o de lote
    name="galapagos_yolov8n",   # Nombre del experimento
    project="runs/train",       # Carpeta de resultados
    optimizer="Adam",           # Optimizador (puede cambiarse por SGD)
    device=0                    # GPU 0 (usa 'cpu' si no tienes GPU)
)
New https://pypi.org/project/ultralytics/8.3.170 available πŸ˜ƒ Update with 'pip install -U ultralytics'
Ultralytics YOLOv8.1.0 πŸš€ Python-3.11.13 torch-2.1.2+cu121 CUDA:0 (Quadro P1000, 4032MiB)
engine/trainer: task=detect, mode=train, model=yolov8n.pt, data=dataset.yaml, epochs=100, time=None, patience=50, batch=8, imgsz=640, save=True, save_period=-1, cache=False, device=0, workers=8, project=runs/train, name=galapagos_yolov8n10, exist_ok=False, pretrained=True, optimizer=Adam, verbose=True, seed=0, deterministic=True, single_cls=False, rect=False, cos_lr=False, close_mosaic=10, resume=False, amp=True, fraction=1.0, profile=False, freeze=None, multi_scale=False, overlap_mask=True, mask_ratio=4, dropout=0.0, val=True, split=val, save_json=False, save_hybrid=False, conf=None, iou=0.7, max_det=300, half=False, dnn=False, plots=True, source=None, vid_stride=1, stream_buffer=False, visualize=False, augment=False, agnostic_nms=False, classes=None, retina_masks=False, embed=None, show=False, save_frames=False, save_txt=False, save_conf=False, save_crop=False, show_labels=True, show_conf=True, show_boxes=True, line_width=None, format=torchscript, keras=False, optimize=False, int8=False, dynamic=False, simplify=False, opset=None, workspace=4, nms=False, lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=7.5, cls=0.5, dfl=1.5, pose=12.0, kobj=1.0, label_smoothing=0.0, nbs=64, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0, auto_augment=randaugment, erasing=0.4, crop_fraction=1.0, cfg=None, tracker=botsort.yaml, save_dir=runs/train/galapagos_yolov8n10
Overriding model.yaml nc=80 with nc=5

                   from  n    params  module                                       arguments                     
  0                  -1  1       464  ultralytics.nn.modules.conv.Conv             [3, 16, 3, 2]                 
  1                  -1  1      4672  ultralytics.nn.modules.conv.Conv             [16, 32, 3, 2]                
  2                  -1  1      7360  ultralytics.nn.modules.block.C2f             [32, 32, 1, True]             
  3                  -1  1     18560  ultralytics.nn.modules.conv.Conv             [32, 64, 3, 2]                
  4                  -1  2     49664  ultralytics.nn.modules.block.C2f             [64, 64, 2, True]             
  5                  -1  1     73984  ultralytics.nn.modules.conv.Conv             [64, 128, 3, 2]               
  6                  -1  2    197632  ultralytics.nn.modules.block.C2f             [128, 128, 2, True]           
  7                  -1  1    295424  ultralytics.nn.modules.conv.Conv             [128, 256, 3, 2]              
  8                  -1  1    460288  ultralytics.nn.modules.block.C2f             [256, 256, 1, True]           
  9                  -1  1    164608  ultralytics.nn.modules.block.SPPF            [256, 256, 5]                 
 10                  -1  1         0  torch.nn.modules.upsampling.Upsample         [None, 2, 'nearest']          
 11             [-1, 6]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           
 12                  -1  1    148224  ultralytics.nn.modules.block.C2f             [384, 128, 1]                 
 13                  -1  1         0  torch.nn.modules.upsampling.Upsample         [None, 2, 'nearest']          
 14             [-1, 4]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           
 15                  -1  1     37248  ultralytics.nn.modules.block.C2f             [192, 64, 1]                  
 16                  -1  1     36992  ultralytics.nn.modules.conv.Conv             [64, 64, 3, 2]                
 17            [-1, 12]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           
 18                  -1  1    123648  ultralytics.nn.modules.block.C2f             [192, 128, 1]                 
 19                  -1  1    147712  ultralytics.nn.modules.conv.Conv             [128, 128, 3, 2]              
 20             [-1, 9]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           
 21                  -1  1    493056  ultralytics.nn.modules.block.C2f             [384, 256, 1]                 
 22        [15, 18, 21]  1    752287  ultralytics.nn.modules.head.Detect           [5, [64, 128, 256]]           
Model summary: 225 layers, 3011823 parameters, 3011807 gradients, 8.2 GFLOPs

/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/torch/cuda/__init__.py:611: UserWarning: Can't initialize NVML
  warnings.warn("Can't initialize NVML")
Transferred 319/355 items from pretrained weights
Freezing layer 'model.22.dfl.conv.weight'
AMP: running Automatic Mixed Precision (AMP) checks with YOLOv8n...
AMP: checks passed βœ…
train: Scanning /home/jdominguez/Documentos/Cuadernos/PaulVisionDCC/dataset_final_yolo/dataset_final_yolo/obj_train_data.cache... 148 images, 14 backgrounds, 1 corrupt: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 148/148 [00:00<?, ?it/s]
train: WARNING ⚠️ /home/jdominguez/Documentos/Cuadernos/PaulVisionDCC/dataset_final_yolo/dataset_final_yolo/obj_train_data/Zalophus_wollebaeki_9.jpg: ignoring corrupt image/label: could not convert string to float: '0.551530g'
val: Scanning /home/jdominguez/Documentos/Cuadernos/PaulVisionDCC/dataset_final_yolo/dataset_final_yolo/obj_train_data.cache... 148 images, 14 backgrounds, 1 corrupt: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 148/148 [00:00<?, ?it/s]
train: WARNING ⚠️ /home/jdominguez/Documentos/Cuadernos/PaulVisionDCC/dataset_final_yolo/dataset_final_yolo/obj_train_data/Zalophus_wollebaeki_9.jpg: ignoring corrupt image/label: could not convert string to float: '0.551530g'

Plotting labels to runs/train/galapagos_yolov8n10/labels.jpg... 
optimizer: Adam(lr=0.01, momentum=0.937) with parameter groups 57 weight(decay=0.0), 64 weight(decay=0.0005), 63 bias(decay=0.0)
100 epochs...

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      1/100      1.24G      1.736      3.918      1.886          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:07<00:00,  2.49it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.44it/s]
                   all        147        198    0.00149      0.404    0.00192   0.000578

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      2/100      1.26G      2.457      3.897      2.554          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:07<00:00,  2.59it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:05<00:00,  1.99it/s]
                   all        147        198   6.89e-05    0.00667    3.2e-05   6.41e-06

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      3/100      1.24G      2.658       3.84      2.745          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:07<00:00,  2.61it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:07<00:00,  1.40it/s]
                   all        147        198   6.89e-05    0.00667    3.2e-05   6.41e-06

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      4/100      1.24G      2.575      3.826      2.697         18        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:07<00:00,  2.60it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:08<00:00,  1.13it/s]
                   all        147        198   6.89e-05    0.00667    3.2e-05   6.41e-06

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      5/100      1.24G      2.721      3.944      2.729         15        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:07<00:00,  2.61it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.42it/s]
                   all        147        198    7.2e-06     0.0069   3.73e-06   7.46e-07

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      6/100      1.24G      2.585      3.886      2.723          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:07<00:00,  2.58it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:04<00:00,  2.32it/s]
                   all        147        198   5.66e-05     0.0336   3.29e-05   7.02e-06

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      7/100      1.24G      2.628      3.874      2.742         11        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:07<00:00,  2.45it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:04<00:00,  2.46it/s]
                   all        147        198    0.00114      0.136   0.000712   0.000153

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      8/100      1.24G      2.604      3.879      2.695          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.37it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  3.64it/s]
                   all        147        198    0.00155      0.187   0.000957   0.000364

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      9/100      1.24G      2.499       3.87      2.612          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.33it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  3.90it/s]
                   all        147        198      0.401      0.176    0.00185   0.000649

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     10/100      1.24G      2.453      3.842      2.585          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.35it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  3.69it/s]
                   all        147        198   0.000703      0.155   0.000848   0.000221

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     11/100      1.24G       2.55      3.794      2.668          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.30it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  3.88it/s]
                   all        147        198      0.609       0.02    0.00461    0.00135

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     12/100      1.23G      2.372      3.753      2.519          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.31it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  3.92it/s]
                   all        147        198      0.604     0.0133    0.00325   0.000984

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     13/100      1.24G      2.504      3.782      2.642          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.29it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  3.92it/s]
                   all        147        198      0.641     0.0405     0.0155    0.00544

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     14/100      1.24G      2.498      3.711      2.617         13        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.30it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.04it/s]
                   all        147        198      0.814     0.0462     0.0111    0.00261

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     15/100      1.24G      2.329      3.616      2.489          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.28it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  3.74it/s]
                   all        147        198     0.0519     0.0372    0.00477   0.000698

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     16/100      1.24G      2.344      3.632       2.48          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.28it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  3.67it/s]
                   all        147        198    0.00353     0.0642     0.0011   0.000301

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     17/100      1.24G      2.426      3.653      2.515          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.28it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  3.90it/s]
                   all        147        198     0.0187      0.213     0.0127    0.00197

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     18/100      1.24G      2.343      3.643      2.449          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.29it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  3.95it/s]
                   all        147        198     0.0183      0.156     0.0194    0.00431

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     19/100      1.24G      2.335      3.562      2.476          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.28it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  3.91it/s]
                   all        147        198      0.741     0.0528      0.025    0.00599

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     20/100      1.23G      2.326      3.613      2.451          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.28it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  3.99it/s]
                   all        147        198      0.407     0.0523     0.0175    0.00566

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     21/100      1.24G      2.186      3.505      2.359         10        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.28it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.03it/s]
                   all        147        198      0.275      0.157     0.0351     0.0121

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     22/100      1.24G      2.275      3.545      2.435          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.29it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  3.92it/s]
                   all        147        198     0.0286      0.217     0.0238    0.00746

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     23/100      1.24G      2.213      3.584      2.389          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.27it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  3.97it/s]
                   all        147        198      0.947     0.0564     0.0846     0.0278

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     24/100      1.24G      2.223      3.444        2.4         10        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.29it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  3.87it/s]
                   all        147        198     0.0884     0.0967     0.0644     0.0249

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     25/100      1.24G      2.283      3.487      2.443          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.27it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  3.51it/s]
                   all        147        198      0.548     0.0899     0.0364      0.014

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     26/100      1.24G      2.184      3.534      2.315          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.28it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  3.65it/s]
                   all        147        198       0.44     0.0908      0.032     0.0119

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     27/100      1.24G      2.193      3.455       2.33         12        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.28it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  3.63it/s]
                   all        147        198      0.661      0.134     0.0639     0.0229

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     28/100      1.23G      2.292      3.501      2.403          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.27it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  3.88it/s]
                   all        147        198       0.92     0.0718     0.0983     0.0336

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     29/100      1.25G       2.23      3.463      2.369          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.29it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  3.97it/s]
                   all        147        198      0.861     0.0872     0.0828     0.0282

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     30/100      1.24G      2.226      3.471      2.367         17        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.27it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.01it/s]
                   all        147        198      0.422     0.0974     0.0497     0.0174

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     31/100      1.24G      2.155      3.427      2.302         13        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.26it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.01it/s]
                   all        147        198      0.562      0.107      0.119      0.047

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     32/100      1.24G      2.185      3.402      2.275          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.28it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.02it/s]
                   all        147        198      0.548     0.0971      0.117     0.0424

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     33/100      1.24G      2.089      3.355      2.231          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.27it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.02it/s]
                   all        147        198       0.91      0.128       0.15     0.0522

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     34/100      1.26G      2.131      3.197      2.212          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.28it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  3.99it/s]
                   all        147        198      0.896     0.0923      0.126     0.0434

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     35/100      1.25G      2.138      3.282      2.218         20        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.27it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.01it/s]
                   all        147        198       0.16       0.22     0.0998     0.0301

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     36/100      1.23G      2.133      3.258      2.235          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.27it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  3.94it/s]
                   all        147        198      0.341      0.153      0.127     0.0522

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     37/100      1.24G      2.068      3.195      2.156          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.28it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  3.93it/s]
                   all        147        198      0.318      0.188      0.118     0.0527

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     38/100      1.24G      2.095      3.133      2.178          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.25it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  3.97it/s]
                   all        147        198      0.398      0.197      0.129     0.0557

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     39/100      1.25G      2.094       3.17      2.195          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.27it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.00it/s]
                   all        147        198      0.529      0.161      0.126     0.0508

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     40/100      1.24G      2.046       3.04      2.156          9        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.27it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.00it/s]
                   all        147        198      0.426      0.177      0.137      0.052

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     41/100      1.24G      2.066      3.006      2.113          9        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.27it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.01it/s]
                   all        147        198      0.137      0.177      0.153     0.0554

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     42/100      1.24G      1.997      3.013      2.157          9        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.28it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.03it/s]
                   all        147        198       0.15       0.19      0.113     0.0378

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     43/100      1.24G      2.059      3.025      2.169          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.27it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.04it/s]
                   all        147        198      0.491      0.137      0.181     0.0701

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     44/100      1.23G      2.063      3.028      2.173         10        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.27it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.02it/s]
                   all        147        198      0.167      0.174      0.161     0.0728

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     45/100      1.24G       2.03      3.037      2.153          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.28it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.01it/s]
                   all        147        198      0.288      0.238      0.176     0.0771

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     46/100      1.24G      2.062      3.035       2.15         14        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.27it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.01it/s]
                   all        147        198       0.28       0.21      0.201     0.0814

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     47/100      1.24G      1.939      2.942      2.113         23        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.28it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  3.98it/s]
                   all        147        198      0.416      0.145      0.175     0.0713

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     48/100      1.24G      2.025      2.919       2.15          9        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.28it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  3.98it/s]
                   all        147        198      0.168      0.232      0.152     0.0587

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     49/100      1.24G      1.997      3.053      2.106         15        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.27it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.01it/s]
                   all        147        198      0.598      0.173      0.164     0.0749

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     50/100      1.24G      1.994      2.902      2.144          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.27it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.04it/s]
                   all        147        198      0.195       0.26      0.228      0.106

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     51/100      1.24G      1.951      2.829      2.035         10        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.28it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.04it/s]
                   all        147        198      0.202      0.303       0.24      0.113

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     52/100      1.26G       1.96      2.796      2.057          9        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.27it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.04it/s]
                   all        147        198      0.336      0.213      0.124     0.0453

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     53/100      1.24G       1.98      2.933      2.092         14        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.27it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.02it/s]
                   all        147        198       0.39      0.208      0.164      0.058

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     54/100      1.24G      1.937      2.936      2.107          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.27it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.01it/s]
                   all        147        198      0.231      0.216      0.245      0.106

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     55/100      1.24G      2.021      2.873      2.113          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.26it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  3.98it/s]
                   all        147        198      0.183      0.299      0.237      0.103

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     56/100      1.24G      1.969      2.829      2.091          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.27it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.00it/s]
                   all        147        198       0.33      0.324      0.287       0.12

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     57/100      1.24G       1.96      2.852      2.027         16        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.27it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.03it/s]
                   all        147        198      0.432      0.306       0.31      0.141

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     58/100      1.24G      1.928      2.847      2.068          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.28it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.01it/s]
                   all        147        198      0.364      0.254       0.28      0.131

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     59/100      1.24G      1.917      2.777      2.044         14        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.28it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.03it/s]
                   all        147        198      0.453      0.231      0.293      0.131

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     60/100      1.23G      1.954      2.799      2.068         19        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.27it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.05it/s]
                   all        147        198      0.718      0.189      0.256      0.107

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     61/100      1.24G      1.949      2.908      2.075          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.27it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.04it/s]
                   all        147        198      0.255      0.287      0.273      0.126

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     62/100      1.24G      1.922       2.82      2.045         16        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.27it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.02it/s]
                   all        147        198      0.392      0.267      0.295      0.136

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     63/100      1.24G      1.871      2.695      1.997          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.27it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.03it/s]
                   all        147        198      0.245      0.306      0.323      0.154

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     64/100      1.24G      1.885      2.695      1.974         13        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.28it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.02it/s]
                   all        147        198      0.284      0.346       0.33       0.16

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     65/100      1.24G      1.823      2.613      1.956         12        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.27it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.06it/s]
                   all        147        198      0.894      0.214      0.309      0.156

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     66/100      1.24G      1.908      2.696      2.001         13        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.27it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.04it/s]
                   all        147        198      0.778      0.241      0.332      0.171

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     67/100      1.25G        1.9      2.552      2.007          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.28it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.04it/s]
                   all        147        198      0.312      0.289      0.333      0.167

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     68/100      1.23G      1.834      2.553      1.921         20        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.27it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.05it/s]
                   all        147        198      0.356       0.35      0.311      0.148

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     69/100      1.24G      1.817      2.585      1.925         13        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.27it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.04it/s]
                   all        147        198      0.313      0.379      0.308      0.152

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     70/100      1.26G      1.845      2.705      1.978         10        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.27it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.02it/s]
                   all        147        198      0.323      0.396      0.314       0.16

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     71/100      1.24G      1.784      2.541       1.93         10        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.27it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.04it/s]
                   all        147        198      0.341      0.384      0.299      0.164

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     72/100      1.24G      1.821      2.628      1.957          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.28it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  3.99it/s]
                   all        147        198      0.381      0.361      0.313      0.167

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     73/100      1.24G       1.77      2.485      1.935          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.26it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.02it/s]
                   all        147        198      0.277      0.352      0.281      0.141

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     74/100      1.24G      1.771      2.625      1.914         12        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.28it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.02it/s]
                   all        147        198      0.269      0.333        0.3       0.15

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     75/100      1.24G      1.798      2.551      1.899          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.27it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.02it/s]
                   all        147        198      0.216      0.299      0.283      0.146

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     76/100      1.23G      1.819      2.648      1.923          9        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.28it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.03it/s]
                   all        147        198      0.701      0.234      0.277      0.149

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     77/100      1.24G      1.801      2.548      1.906         14        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.28it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.01it/s]
                   all        147        198      0.289      0.325      0.296      0.149

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     78/100      1.24G      1.779      2.668       1.94          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.28it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.03it/s]
                   all        147        198      0.319      0.316      0.308      0.165

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     79/100      1.25G      1.761      2.555      1.885          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.26it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.06it/s]
                   all        147        198      0.394      0.359      0.352      0.186

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     80/100      1.25G      1.778      2.471       1.89         10        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.28it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.04it/s]
                   all        147        198        0.5      0.411       0.39      0.205

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     81/100      1.24G      1.696      2.447      1.838          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.28it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.05it/s]
                   all        147        198      0.631      0.372      0.405      0.202

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     82/100      1.24G      1.694      2.457      1.858          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.27it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.04it/s]
                   all        147        198      0.535      0.372       0.41      0.211

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     83/100      1.25G      1.758       2.47      1.887         13        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.28it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.01it/s]
                   all        147        198      0.608      0.377      0.408       0.21

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     84/100      1.23G      1.682      2.475      1.869         13        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.27it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.02it/s]
                   all        147        198      0.466      0.399      0.384      0.207

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     85/100      1.24G      1.692      2.355      1.844         11        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.28it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.04it/s]
                   all        147        198      0.484      0.405      0.409      0.219

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     86/100      1.24G      1.666      2.332      1.809          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.28it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.02it/s]
                   all        147        198      0.322      0.482      0.405      0.223

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     87/100      1.24G      1.667      2.326      1.776          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.27it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.02it/s]
                   all        147        198      0.353      0.418      0.408      0.215

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     88/100      1.24G      1.758      2.373      1.872         14        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.27it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.02it/s]
                   all        147        198      0.393      0.428      0.416      0.221

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     89/100      1.26G      1.694      2.418      1.861         12        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.27it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.03it/s]
                   all        147        198      0.431      0.381      0.427      0.233

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     90/100      1.24G      1.689      2.295      1.859          9        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.28it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.06it/s]
                   all        147        198      0.423      0.448      0.431      0.236

Closing dataloader mosaic

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     91/100      1.24G      1.726      2.471      1.958          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.18it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.03it/s]
                   all        147        198      0.474      0.399      0.437      0.243

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     92/100      1.23G      1.746      2.525      2.049          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.29it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.06it/s]
                   all        147        198       0.63      0.416      0.462      0.257

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     93/100      1.24G      1.692      2.461      1.995          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.30it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.07it/s]
                   all        147        198      0.666      0.402      0.464      0.262

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     94/100      1.24G      1.668      2.406      1.986          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.29it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.05it/s]
                   all        147        198      0.618      0.416      0.475      0.265

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     95/100      1.24G      1.767      2.379      2.055          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.29it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.06it/s]
                   all        147        198      0.626      0.447      0.492      0.276

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     96/100      1.25G      1.682      2.336      1.967          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.31it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.07it/s]
                   all        147        198      0.576      0.479      0.504      0.284

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     97/100      1.24G      1.637      2.278      1.932          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.29it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.08it/s]
                   all        147        198      0.541      0.491      0.498      0.277

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     98/100      1.24G      1.608      2.319      1.918          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.29it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.04it/s]
                   all        147        198      0.604       0.45      0.501      0.287

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     99/100      1.24G        1.7      2.396       1.98          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.29it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.07it/s]
                   all        147        198      0.643      0.477      0.517      0.294

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    100/100      1.23G      1.716      2.239      1.964          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.29it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.06it/s]
                   all        147        198      0.592      0.473      0.519      0.296

100 epochs completed in 0.314 hours.
Optimizer stripped from runs/train/galapagos_yolov8n10/weights/last.pt, 6.2MB
Optimizer stripped from runs/train/galapagos_yolov8n10/weights/best.pt, 6.2MB

Validating runs/train/galapagos_yolov8n10/weights/best.pt...
Ultralytics YOLOv8.1.0 πŸš€ Python-3.11.13 torch-2.1.2+cu121 CUDA:0 (Quadro P1000, 4032MiB)
Model summary (fused): 168 layers, 3006623 parameters, 0 gradients, 8.1 GFLOPs
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:02<00:00,  4.15it/s]
                   all        147        198      0.593      0.474       0.52      0.296
                iguana        147         62      0.537      0.145      0.224      0.107
           lobo_marino        147         29      0.687      0.152      0.316      0.154
              pelΓ­cano        147         38       0.57      0.632      0.648      0.361
              pingΓΌino        147         30      0.477      0.567      0.532      0.263
               tortuga        147         39      0.693      0.872      0.879      0.597
Speed: 0.6ms preprocess, 13.3ms inference, 0.0ms loss, 0.6ms postprocess per image
Results saved to runs/train/galapagos_yolov8n10
InΒ [3]:
results = model.train(
    data="dataset.yaml",
    epochs=200,            # MΓ‘s Γ©pocas
    imgsz=800,             # ImΓ‘genes mΓ‘s grandes
    batch=8,
    name="galapagos_yolov8n_aug",
    mosaic=1.0,            # Activar mosaic augmentation
    hsv_h=0.015, hsv_s=0.7, hsv_v=0.4,  # Perturbaciones de color
    flipud=0.5, fliplr=0.5,  # Volteos horizontales y verticales
    degrees=10, translate=0.1, scale=0.5, shear=2.0,
    device=0
)
New https://pypi.org/project/ultralytics/8.3.170 available πŸ˜ƒ Update with 'pip install -U ultralytics'
Ultralytics YOLOv8.1.0 πŸš€ Python-3.11.13 torch-2.1.2+cu121 CUDA:0 (Quadro P1000, 4032MiB)
engine/trainer: task=detect, mode=train, model=yolov8n.pt, data=dataset.yaml, epochs=200, time=None, patience=50, batch=8, imgsz=800, save=True, save_period=-1, cache=False, device=0, workers=8, project=runs/train, name=galapagos_yolov8n_aug, exist_ok=False, pretrained=True, optimizer=Adam, verbose=True, seed=0, deterministic=True, single_cls=False, rect=False, cos_lr=False, close_mosaic=10, resume=False, amp=True, fraction=1.0, profile=False, freeze=None, multi_scale=False, overlap_mask=True, mask_ratio=4, dropout=0.0, val=True, split=val, save_json=False, save_hybrid=False, conf=None, iou=0.7, max_det=300, half=False, dnn=False, plots=True, source=None, vid_stride=1, stream_buffer=False, visualize=False, augment=False, agnostic_nms=False, classes=None, retina_masks=False, embed=None, show=False, save_frames=False, save_txt=False, save_conf=False, save_crop=False, show_labels=True, show_conf=True, show_boxes=True, line_width=None, format=torchscript, keras=False, optimize=False, int8=False, dynamic=False, simplify=False, opset=None, workspace=4, nms=False, lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=7.5, cls=0.5, dfl=1.5, pose=12.0, kobj=1.0, label_smoothing=0.0, nbs=64, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=10, translate=0.1, scale=0.5, shear=2.0, perspective=0.0, flipud=0.5, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0, auto_augment=randaugment, erasing=0.4, crop_fraction=1.0, cfg=None, tracker=botsort.yaml, save_dir=runs/train/galapagos_yolov8n_aug

                   from  n    params  module                                       arguments                     
  0                  -1  1       464  ultralytics.nn.modules.conv.Conv             [3, 16, 3, 2]                 
  1                  -1  1      4672  ultralytics.nn.modules.conv.Conv             [16, 32, 3, 2]                
  2                  -1  1      7360  ultralytics.nn.modules.block.C2f             [32, 32, 1, True]             
  3                  -1  1     18560  ultralytics.nn.modules.conv.Conv             [32, 64, 3, 2]                
  4                  -1  2     49664  ultralytics.nn.modules.block.C2f             [64, 64, 2, True]             
  5                  -1  1     73984  ultralytics.nn.modules.conv.Conv             [64, 128, 3, 2]               
  6                  -1  2    197632  ultralytics.nn.modules.block.C2f             [128, 128, 2, True]           
  7                  -1  1    295424  ultralytics.nn.modules.conv.Conv             [128, 256, 3, 2]              
  8                  -1  1    460288  ultralytics.nn.modules.block.C2f             [256, 256, 1, True]           
  9                  -1  1    164608  ultralytics.nn.modules.block.SPPF            [256, 256, 5]                 
 10                  -1  1         0  torch.nn.modules.upsampling.Upsample         [None, 2, 'nearest']          
 11             [-1, 6]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           
 12                  -1  1    148224  ultralytics.nn.modules.block.C2f             [384, 128, 1]                 
 13                  -1  1         0  torch.nn.modules.upsampling.Upsample         [None, 2, 'nearest']          
 14             [-1, 4]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           
 15                  -1  1     37248  ultralytics.nn.modules.block.C2f             [192, 64, 1]                  
 16                  -1  1     36992  ultralytics.nn.modules.conv.Conv             [64, 64, 3, 2]                
 17            [-1, 12]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           
 18                  -1  1    123648  ultralytics.nn.modules.block.C2f             [192, 128, 1]                 
 19                  -1  1    147712  ultralytics.nn.modules.conv.Conv             [128, 128, 3, 2]              
 20             [-1, 9]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           
 21                  -1  1    493056  ultralytics.nn.modules.block.C2f             [384, 256, 1]                 
 22        [15, 18, 21]  1    752287  ultralytics.nn.modules.head.Detect           [5, [64, 128, 256]]           
Model summary: 225 layers, 3011823 parameters, 3011807 gradients, 8.2 GFLOPs

Transferred 355/355 items from pretrained weights
Freezing layer 'model.22.dfl.conv.weight'
AMP: running Automatic Mixed Precision (AMP) checks with YOLOv8n...
AMP: checks passed βœ…
train: Scanning /home/jdominguez/Documentos/Cuadernos/PaulVisionDCC/dataset_final_yolo/dataset_final_yolo/obj_train_data.cache... 148 images, 14 backgrounds, 1 corrupt: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 148/148 [00:00<?, ?it/s]
train: WARNING ⚠️ /home/jdominguez/Documentos/Cuadernos/PaulVisionDCC/dataset_final_yolo/dataset_final_yolo/obj_train_data/Zalophus_wollebaeki_9.jpg: ignoring corrupt image/label: could not convert string to float: '0.551530g'
val: Scanning /home/jdominguez/Documentos/Cuadernos/PaulVisionDCC/dataset_final_yolo/dataset_final_yolo/obj_train_data.cache... 148 images, 14 backgrounds, 1 corrupt: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 148/148 [00:00<?, ?it/s]
train: WARNING ⚠️ /home/jdominguez/Documentos/Cuadernos/PaulVisionDCC/dataset_final_yolo/dataset_final_yolo/obj_train_data/Zalophus_wollebaeki_9.jpg: ignoring corrupt image/label: could not convert string to float: '0.551530g'

Plotting labels to runs/train/galapagos_yolov8n_aug/labels.jpg... 
optimizer: Adam(lr=0.01, momentum=0.937) with parameter groups 57 weight(decay=0.0), 64 weight(decay=0.0005), 63 bias(decay=0.0)
200 epochs...

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      1/200      1.86G       2.23      3.242      2.503          4        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:11<00:00,  1.66it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.80it/s]
                   all        147        198      0.336      0.133      0.103     0.0442

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      2/200      1.87G      2.129      3.155      2.376          6        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:11<00:00,  1.68it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.91it/s]
                   all        147        198      0.663     0.0754     0.0504     0.0177

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      3/200      1.84G      2.125      3.247      2.369          5        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:11<00:00,  1.69it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  3.13it/s]
                   all        147        198      0.515      0.176     0.0701     0.0218

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      4/200      1.87G      2.169      3.113      2.388         18        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:11<00:00,  1.61it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.96it/s]
                   all        147        198     0.0568      0.145     0.0408     0.0118

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      5/200      1.84G      2.251      3.317      2.415         15        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.52it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.90it/s]
                   all        147        198     0.0785      0.213     0.0616     0.0203

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      6/200      1.87G      2.174      3.305       2.44          5        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.49it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.82it/s]
                   all        147        198      0.236      0.132     0.0177    0.00532

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      7/200      1.87G      2.224      3.392      2.467         11        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.48it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.75it/s]
                   all        147        198      0.855     0.0158     0.0146    0.00571

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      8/200      1.84G      2.201      3.365      2.437          8        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.48it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.73it/s]
                   all        147        198      0.541     0.0782     0.0841     0.0334

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      9/200      1.87G      2.215      3.304      2.486          6        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.68it/s]
                   all        147        198      0.296      0.071     0.0727     0.0229

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     10/200      1.87G      2.155      3.303      2.418          7        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.73it/s]
                   all        147        198       0.46      0.116     0.0133    0.00319

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     11/200      1.87G       2.21      3.328      2.518          8        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.72it/s]
                   all        147        198      0.671     0.0727     0.0385     0.0124

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     12/200      1.83G       2.13      3.341      2.451          7        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.72it/s]
                   all        147        198      0.626     0.0564     0.0342     0.0123

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     13/200      1.84G      2.239      3.415       2.52          9        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.79it/s]
                   all        147        198      0.628     0.0877     0.0449      0.015

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     14/200      1.84G      2.181      3.296      2.473         13        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.72it/s]
                   all        147        198      0.661     0.0571      0.044     0.0125

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     15/200      1.87G      2.156      3.319      2.428          6        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.70it/s]
                   all        147        198      0.407     0.0103    0.00494    0.00157

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     16/200      1.87G      2.145      3.379      2.422          6        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.68it/s]
                   all        147        198       0.51     0.0426     0.0455    0.00985

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     17/200      1.87G      2.136      3.362      2.398          7        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:04<00:00,  2.43it/s]
                   all        147        198     0.0444     0.0996     0.0346     0.0131

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     18/200      1.87G      2.119      3.275      2.401          7        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.50it/s]
                   all        147        198      0.458      0.139     0.0321    0.00937

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     19/200      1.87G      2.144       3.17      2.368          8        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.66it/s]
                   all        147        198       0.48      0.129     0.0422     0.0131

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     20/200      1.86G      2.163       3.23      2.394          7        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.74it/s]
                   all        147        198      0.496      0.192     0.0987     0.0306

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     21/200      1.87G      2.073      3.159      2.328         10        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.581      0.181      0.155     0.0511

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     22/200      1.88G      2.067      3.178       2.33          7        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.638      0.206      0.181     0.0607

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     23/200      1.87G      2.118       3.21      2.414          5        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.398      0.149      0.157      0.051

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     24/200      1.87G      2.118      3.097      2.396         10        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.76it/s]
                   all        147        198      0.357      0.173      0.128     0.0417

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     25/200      1.86G       2.09      3.166      2.395          7        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.66it/s]
                   all        147        198      0.563     0.0979     0.0719     0.0251

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     26/200      1.87G      2.061      3.161      2.353          5        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.71it/s]
                   all        147        198      0.189      0.173      0.147       0.05

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     27/200      1.87G      2.085      3.118      2.394         13        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.72it/s]
                   all        147        198      0.595      0.197      0.173     0.0611

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     28/200      1.84G      2.104      3.109      2.397          7        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.64it/s]
                   all        147        198      0.353      0.145      0.112     0.0334

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     29/200      1.85G      2.052      3.167      2.359          8        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.55it/s]
                   all        147        198      0.268      0.146       0.06     0.0147

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     30/200      1.88G      2.047      3.125      2.336         16        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.67it/s]
                   all        147        198      0.467      0.125      0.056     0.0151

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     31/200      1.87G      2.058      3.136      2.358         13        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.74it/s]
                   all        147        198       0.29      0.211        0.2     0.0749

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     32/200      1.87G      2.048      3.203      2.357          7        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.604      0.151       0.15     0.0558

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     33/200      1.87G      2.032      3.272      2.383          6        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.77it/s]
                   all        147        198      0.708      0.168      0.208      0.079

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     34/200      1.85G      2.106      3.111      2.374          7        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.77it/s]
                   all        147        198       0.19      0.304       0.17     0.0678

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     35/200      1.85G      2.019      3.083      2.247         20        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.76it/s]
                   all        147        198      0.198      0.313      0.188     0.0737

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     36/200      1.86G      2.037      3.114       2.33          5        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.74it/s]
                   all        147        198      0.206      0.274      0.175     0.0647

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     37/200      1.87G      1.998      3.066      2.291          3        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.75it/s]
                   all        147        198      0.419      0.207      0.152     0.0595

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     38/200      1.87G       2.09      3.149      2.364          8        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.46it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.74it/s]
                   all        147        198      0.317       0.18      0.112     0.0352

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     39/200      1.85G      2.084      3.076      2.346          5        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.70it/s]
                   all        147        198      0.374      0.177      0.103     0.0344

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     40/200      1.87G       2.06      3.042      2.341          9        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.67it/s]
                   all        147        198      0.109      0.169     0.0806      0.027

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     41/200      1.85G      2.046      2.933      2.289         10        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.61it/s]
                   all        147        198      0.401      0.207      0.145     0.0559

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     42/200      1.87G      1.992      2.965      2.308         10        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.67it/s]
                   all        147        198      0.509      0.191     0.0809      0.034

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     43/200      1.87G      2.055      3.064        2.3          8        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.75it/s]
                   all        147        198      0.508      0.235     0.0987     0.0343

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     44/200      1.86G      1.951      3.022      2.245          9        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.76it/s]
                   all        147        198      0.624      0.253      0.186      0.076

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     45/200      1.87G      1.982      3.017      2.293          4        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.76it/s]
                   all        147        198       0.16      0.298      0.187     0.0679

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     46/200      1.87G      2.027      2.957      2.268         14        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.77it/s]
                   all        147        198      0.349      0.231      0.168     0.0548

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     47/200      1.87G      1.997      3.013      2.318         23        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.79it/s]
                   all        147        198       0.24      0.179       0.13     0.0436

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     48/200      1.88G      2.013      3.046      2.321          9        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.76it/s]
                   all        147        198      0.247      0.257      0.186     0.0552

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     49/200      1.87G      2.019      3.029      2.274         15        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.75it/s]
                   all        147        198      0.274      0.245      0.149     0.0487

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     50/200      1.87G      1.953      2.998      2.277          9        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.75it/s]
                   all        147        198      0.603      0.313       0.24     0.0856

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     51/200      1.87G      2.019      2.861      2.263         10        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.76it/s]
                   all        147        198      0.767      0.207      0.213     0.0906

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     52/200      1.84G      1.966      2.888      2.225         10        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.77it/s]
                   all        147        198      0.699      0.152      0.184     0.0631

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     53/200      1.87G      1.941      2.912      2.219         14        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.77it/s]
                   all        147        198      0.606      0.248      0.214     0.0722

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     54/200      1.87G      1.936      2.926      2.273          6        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.77it/s]
                   all        147        198      0.431      0.285      0.203     0.0683

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     55/200      1.87G      2.044      2.872      2.285          5        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.77it/s]
                   all        147        198      0.431      0.239      0.202     0.0731

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     56/200      1.84G      1.958      2.903      2.225          7        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.76it/s]
                   all        147        198      0.208      0.221      0.174     0.0672

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     57/200      1.87G      1.995      2.867      2.207         17        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.79it/s]
                   all        147        198      0.255      0.301      0.238     0.0921

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     58/200      1.87G      1.955      2.904      2.248          4        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.383       0.26      0.268      0.111

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     59/200      1.87G      1.943      2.807      2.223         13        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.79it/s]
                   all        147        198      0.421      0.242      0.268      0.114

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     60/200      1.86G      1.951      2.816       2.21         19        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.74it/s]
                   all        147        198      0.293       0.26      0.217      0.086

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     61/200      1.87G      1.958      2.851      2.201          5        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.75it/s]
                   all        147        198      0.178       0.23      0.154     0.0612

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     62/200      1.88G      1.956      2.897       2.23         16        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.75it/s]
                   all        147        198      0.226      0.217      0.162     0.0611

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     63/200      1.87G      1.906      2.782      2.157          6        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198       0.55      0.267      0.268      0.106

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     64/200      1.88G      1.915      2.696      2.174         13        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.613      0.236      0.257     0.0952

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     65/200      1.87G      1.876      2.697      2.127         12        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.77it/s]
                   all        147        198      0.326      0.316      0.318      0.119

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     66/200      1.87G      1.857      2.747      2.144         14        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.77it/s]
                   all        147        198      0.294      0.368      0.303      0.124

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     67/200      1.85G      1.876      2.653      2.151          6        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.265      0.314      0.299      0.117

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     68/200      1.83G      1.911      2.709      2.185         20        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.76it/s]
                   all        147        198      0.534      0.234      0.246     0.0982

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     69/200      1.87G      1.908      2.704      2.167         14        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.77it/s]
                   all        147        198       0.49      0.236       0.25      0.104

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     70/200       1.9G      1.852      2.738      2.182          9        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:13<00:00,  1.46it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.75it/s]
                   all        147        198      0.638      0.214      0.273      0.108

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     71/200      1.87G      1.989      2.759      2.301         10        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.77it/s]
                   all        147        198      0.367      0.312      0.305      0.117

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     72/200      1.88G      1.855      2.777      2.193          6        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.353      0.243      0.262      0.108

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     73/200      1.87G      1.852      2.693      2.162          7        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.605      0.247       0.27      0.113

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     74/200      1.87G      1.873      2.734      2.145         13        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198       0.51      0.255      0.304      0.122

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     75/200      1.88G      1.806      2.645      2.066          7        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.77it/s]
                   all        147        198      0.621      0.322      0.303      0.116

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     76/200      1.84G      1.893      2.794      2.164          9        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.77it/s]
                   all        147        198      0.487      0.297      0.277       0.11

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     77/200      1.87G      1.855      2.703      2.139         15        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.339       0.39      0.303      0.119

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     78/200      1.87G      1.833      2.694      2.179          9        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.483      0.341      0.314      0.123

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     79/200      1.85G      1.939      2.663      2.178          7        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.77it/s]
                   all        147        198      0.536      0.258      0.232     0.0939

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     80/200      1.85G      1.914      2.705      2.171         10        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.77it/s]
                   all        147        198      0.548      0.257      0.237     0.0935

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     81/200      1.88G      1.876      2.615      2.155          5        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.77it/s]
                   all        147        198      0.529      0.305      0.311      0.131

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     82/200      1.88G      1.876      2.668      2.161          3        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.76it/s]
                   all        147        198       0.39      0.439      0.351      0.145

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     83/200      1.85G      1.936      2.637      2.177         14        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.75it/s]
                   all        147        198      0.497      0.375      0.349      0.149

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     84/200      1.86G      1.867      2.521      2.105         13        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.75it/s]
                   all        147        198      0.678      0.348      0.371      0.147

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     85/200      1.87G      1.877        2.5      2.136         10        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.77it/s]
                   all        147        198      0.671      0.282      0.334      0.125

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     86/200      1.84G      1.843      2.537       2.11          8        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.76it/s]
                   all        147        198      0.678      0.219      0.264     0.0891

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     87/200      1.88G       1.94      2.636      2.146          8        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.77it/s]
                   all        147        198      0.348      0.326      0.275     0.0918

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     88/200      1.87G      1.926      2.713      2.176         14        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.485      0.327      0.318      0.116

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     89/200       1.9G      1.882       2.62      2.178         12        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.535      0.349      0.341      0.144

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     90/200      1.88G      1.845      2.638      2.122          9        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.77it/s]
                   all        147        198      0.538      0.315      0.327      0.133

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     91/200      1.87G       1.89      2.636      2.132         11        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.77it/s]
                   all        147        198      0.503      0.371       0.33      0.142

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     92/200      1.84G      1.931      2.661      2.165         11        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.79it/s]
                   all        147        198      0.407       0.41      0.378      0.155

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     93/200      1.87G      1.824      2.527      2.139         10        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.415      0.389      0.377      0.155

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     94/200      1.84G      1.861      2.585      2.114          7        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.79it/s]
                   all        147        198      0.335      0.303      0.324      0.138

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     95/200      1.85G      1.926      2.655      2.157          7        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.76it/s]
                   all        147        198      0.341      0.364      0.344      0.153

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     96/200      1.85G      1.938      2.633      2.206         10        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.77it/s]
                   all        147        198      0.438      0.304       0.35      0.158

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     97/200      1.85G      1.885      2.584      2.096          8        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.72it/s]
                   all        147        198      0.362       0.27       0.27      0.106

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     98/200      1.88G      1.831      2.638      2.093         10        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.73it/s]
                   all        147        198      0.345       0.35      0.302      0.116

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     99/200      1.86G      1.847      2.519       2.14          4        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.69it/s]
                   all        147        198      0.204      0.361      0.277      0.113

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    100/200      1.87G      1.838      2.585      2.147         15        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.71it/s]
                   all        147        198      0.344      0.323      0.303      0.131

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    101/200      1.87G      1.824      2.583      2.154          9        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.76it/s]
                   all        147        198      0.336       0.37      0.355      0.152

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    102/200      1.87G      1.818      2.576      2.087          8        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.77it/s]
                   all        147        198      0.351       0.38      0.371      0.151

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    103/200      1.87G      1.822       2.56      2.083          6        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.77it/s]
                   all        147        198      0.228      0.408      0.299      0.132

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    104/200      1.84G      1.899      2.674       2.12         12        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.289       0.44      0.352      0.153

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    105/200      1.85G      1.821      2.602      2.086          7        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.404       0.35      0.351      0.153

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    106/200      1.87G      1.787      2.442      2.058          7        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.76it/s]
                   all        147        198      0.401      0.343      0.296      0.127

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    107/200      1.84G      1.824      2.617      2.121          8        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.77it/s]
                   all        147        198      0.366      0.374      0.327      0.138

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    108/200      1.84G      1.798      2.611      2.078          7        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.472        0.4      0.395      0.181

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    109/200      1.84G      1.777      2.543      2.049          7        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.77it/s]
                   all        147        198      0.452      0.391      0.391      0.166

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    110/200      1.87G       1.76      2.567       2.06          7        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.425      0.385      0.384      0.164

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    111/200      1.84G      1.775      2.387      2.055          5        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.521      0.366      0.322      0.146

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    112/200      1.87G      1.713      2.377       2.02          9        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.77it/s]
                   all        147        198      0.386      0.343      0.315      0.141

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    113/200      1.84G      1.822       2.46      2.043         10        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.77it/s]
                   all        147        198      0.463      0.373      0.366      0.165

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    114/200      1.88G      1.819      2.533      2.086          7        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.76it/s]
                   all        147        198      0.436      0.389      0.376      0.171

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    115/200      1.87G      1.763      2.493      2.041          8        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.399      0.392      0.377      0.175

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    116/200      1.84G      1.735      2.451      2.043          7        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.413      0.383      0.388      0.177

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    117/200      1.85G      1.788      2.505       2.05          8        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.373      0.487       0.41       0.18

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    118/200      1.86G      1.735      2.493      2.031          3        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.346      0.509      0.367      0.151

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    119/200      1.87G      1.821      2.487       2.05         13        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.77it/s]
                   all        147        198      0.363      0.439      0.351       0.15

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    120/200      1.87G      1.749      2.277      2.026          6        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.76it/s]
                   all        147        198      0.428      0.432       0.39       0.17

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    121/200      1.87G      1.755      2.333      2.048         10        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.349      0.411      0.329      0.145

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    122/200      1.88G       1.76      2.363      2.008          6        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.347      0.374      0.345      0.144

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    123/200      1.87G      1.799      2.379      2.057          6        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.79it/s]
                   all        147        198      0.474      0.382       0.36      0.145

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    124/200      1.83G      1.819      2.477      2.056          8        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.79it/s]
                   all        147        198      0.394      0.392      0.372      0.149

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    125/200      1.87G       1.79      2.347      2.051          7        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.79it/s]
                   all        147        198      0.339       0.46      0.394      0.176

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    126/200      1.87G      1.793      2.473      2.073          8        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.79it/s]
                   all        147        198      0.519      0.359      0.403      0.186

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    127/200      1.85G      1.863       2.41      2.094          5        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.79it/s]
                   all        147        198      0.452      0.463      0.443       0.19

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    128/200       1.9G      1.866      2.481      2.079         16        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.79it/s]
                   all        147        198      0.382      0.489      0.416      0.182

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    129/200      1.88G      1.829      2.358      2.072          8        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.79it/s]
                   all        147        198      0.454      0.475      0.467      0.219

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    130/200      1.87G      1.789      2.258      2.021          5        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.504      0.466      0.498      0.242

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    131/200      1.85G      1.841      2.364      2.091         13        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.588       0.45      0.491      0.242

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    132/200      1.83G      1.795      2.332      2.012         19        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.77it/s]
                   all        147        198      0.518      0.418      0.428      0.211

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    133/200      1.85G      1.771      2.392      2.026          6        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.424       0.47      0.429      0.198

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    134/200      1.85G      1.765      2.367      2.025          6        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.77it/s]
                   all        147        198      0.413      0.474      0.416      0.187

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    135/200      1.85G      1.781      2.328      2.021         11        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.77it/s]
                   all        147        198      0.436      0.465      0.432      0.204

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    136/200      1.87G      1.726      2.284      2.009         21        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198        0.5      0.522       0.46      0.202

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    137/200      1.85G      1.738      2.202      2.017          8        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.479      0.512       0.48      0.211

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    138/200      1.87G      1.714      2.237      1.993         11        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.79it/s]
                   all        147        198      0.538      0.494      0.504      0.225

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    139/200      1.87G      1.759       2.27      2.008          7        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.505      0.455      0.488       0.22

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    140/200      1.86G      1.719      2.217      2.012          9        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.459      0.493      0.476      0.211

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    141/200      1.87G      1.837      2.278       2.09          7        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.76it/s]
                   all        147        198      0.484      0.503      0.483      0.222

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    142/200      1.88G      1.799      2.308       2.01         16        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.512      0.523      0.504      0.235

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    143/200      1.87G      1.754       2.23      1.985          8        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.77it/s]
                   all        147        198      0.403       0.54      0.465      0.207

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    144/200      1.84G      1.722        2.2      1.972          6        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.473      0.476       0.45      0.203

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    145/200      1.85G      1.808      2.369      2.044          8        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.77it/s]
                   all        147        198      0.475      0.478      0.492      0.223

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    146/200      1.87G      1.714      2.391      1.996          8        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.484      0.503      0.493      0.233

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    147/200      1.87G      1.725       2.28      2.049          9        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198       0.57      0.447      0.482       0.23

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    148/200      1.86G      1.703      2.284      1.996          3        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.79it/s]
                   all        147        198      0.471      0.435      0.472      0.223

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    149/200      1.87G      1.703      2.253      1.949          7        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.402      0.518      0.483      0.237

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    150/200      1.87G      1.757      2.333      2.018          9        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.79it/s]
                   all        147        198      0.511      0.447      0.499       0.24

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    151/200      1.87G      1.693      2.249      1.962         18        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.529      0.491      0.533      0.259

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    152/200      1.87G      1.743      2.169       2.01         10        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.79it/s]
                   all        147        198      0.581      0.479      0.535       0.25

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    153/200      1.85G      1.746      2.264      1.985         10        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.595      0.518      0.542      0.234

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    154/200      1.85G      1.714      2.071      1.922          7        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.79it/s]
                   all        147        198      0.539      0.512      0.518      0.227

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    155/200      1.87G      1.646      2.149      1.922         13        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.79it/s]
                   all        147        198      0.584      0.463      0.525      0.244

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    156/200      1.86G      1.641      2.069      1.953          5        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.77it/s]
                   all        147        198      0.571      0.536       0.55      0.267

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    157/200      1.87G      1.671      2.106      1.967          9        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.655      0.518      0.561       0.27

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    158/200      1.87G      1.748      2.157      1.987          7        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.595      0.527      0.575      0.267

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    159/200      1.87G      1.713      2.164      1.994          7        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.79it/s]
                   all        147        198      0.546       0.48      0.541      0.261

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    160/200      1.87G      1.694      2.259      1.996          5        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.77it/s]
                   all        147        198      0.587      0.474       0.52      0.241

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    161/200      1.84G      1.745      2.252       2.02          8        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.79it/s]
                   all        147        198      0.576      0.424      0.506      0.219

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    162/200      1.87G      1.746      2.123      1.977         10        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.669      0.363       0.52      0.243

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    163/200      1.87G      1.724      2.219      1.946          5        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.538      0.522      0.554      0.281

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    164/200      1.86G      1.714      2.191      2.005         14        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.514      0.504      0.532      0.273

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    165/200      1.87G      1.681      2.136       1.98          8        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.485       0.53      0.541      0.264

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    166/200      1.84G      1.676      2.124      1.938          7        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.515       0.55      0.556      0.266

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    167/200      1.87G      1.663      2.135      1.922          8        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.547      0.568      0.569      0.277

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    168/200      1.87G      1.702      2.037      1.932         11        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.523      0.565      0.555      0.268

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    169/200      1.87G      1.678       2.18      1.964          5        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.584      0.542      0.584      0.283

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    170/200      1.87G      1.646      2.049      1.928          9        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198       0.56      0.581      0.608      0.299

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    171/200      1.87G      1.701      2.059      1.904          8        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.79it/s]
                   all        147        198      0.664      0.553      0.604       0.29

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    172/200      1.86G      1.712      2.108      1.998          3        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.636      0.573        0.6      0.282

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    173/200      1.87G      1.661      2.095      1.896         13        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.647      0.579      0.614      0.305

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    174/200      1.85G      1.606      2.006      1.926          8        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.667      0.549      0.614      0.307

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    175/200      1.87G      1.626      2.013      1.938         10        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.631      0.553      0.621      0.314

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    176/200      1.87G      1.664      2.014      1.921         11        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.588      0.557      0.608        0.3

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    177/200      1.87G      1.599      1.933       1.87          7        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.79it/s]
                   all        147        198      0.608      0.527      0.592      0.299

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    178/200       1.9G      1.667      2.088      1.951          7        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.601      0.555      0.602      0.305

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    179/200      1.86G      1.581      1.915      1.905          8        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.79it/s]
                   all        147        198       0.59      0.573      0.611      0.308

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    180/200      1.87G      1.653      2.004       1.94          7        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.76it/s]
                   all        147        198       0.61      0.589      0.615      0.312

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    181/200      1.87G      1.635      1.926      1.918          9        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.79it/s]
                   all        147        198      0.615      0.601      0.612      0.313

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    182/200      1.85G      1.619      2.019      1.864         14        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.589      0.579        0.6      0.316

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    183/200      1.87G      1.614      1.971      1.883          4        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.554      0.618      0.605      0.315

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    184/200      1.87G      1.645       1.96      1.855         12        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.553      0.648      0.612       0.31

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    185/200      1.87G      1.561      1.994      1.868          7        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.79it/s]
                   all        147        198      0.563      0.638      0.619      0.311

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    186/200      1.87G      1.695      2.048      1.923         10        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.79it/s]
                   all        147        198      0.581      0.622      0.638      0.316

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    187/200      1.87G      1.627      1.935       1.86          9        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.79it/s]
                   all        147        198      0.618      0.594      0.643      0.314

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    188/200      1.86G      1.655      1.936      1.898          8        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.79it/s]
                   all        147        198      0.585      0.626      0.661      0.329

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    189/200      1.85G      1.582      2.038       1.88         19        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.573      0.641      0.661      0.334

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    190/200      1.87G      1.678      1.972       1.93         13        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.79it/s]
                   all        147        198      0.577       0.65       0.66      0.332

Closing dataloader mosaic

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    191/200      1.87G      1.788      2.197       2.28          2        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:13<00:00,  1.43it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.577      0.633      0.655      0.332

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    192/200      1.84G      1.701      2.189      2.115         11        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.48it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.578      0.652      0.655      0.327

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    193/200      1.87G       1.66      2.182      2.081          5        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.48it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.584      0.649      0.661      0.322

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    194/200      1.88G      1.596      2.088      2.046          4        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.48it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.79it/s]
                   all        147        198       0.64      0.634      0.654       0.31

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    195/200      1.87G        1.7       1.99       2.05          4        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.48it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.636      0.612      0.639      0.304

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    196/200      1.86G      1.646      1.972       2.08          2        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.48it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.79it/s]
                   all        147        198      0.697      0.601      0.655      0.318

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    197/200      1.87G      1.725      1.983      2.162          3        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.48it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.689      0.613      0.674      0.334

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    198/200      1.87G      1.653      1.976      2.062          3        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.48it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.667      0.636      0.675       0.34

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    199/200      1.87G      1.609      1.934      2.088          2        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.48it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.668      0.648      0.674      0.353

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    200/200      1.87G      1.595      2.041      2.028         13        800: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:12<00:00,  1.48it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.78it/s]
                   all        147        198      0.672      0.636      0.669      0.354

200 epochs completed in 0.936 hours.
Optimizer stripped from runs/train/galapagos_yolov8n_aug/weights/last.pt, 6.3MB
Optimizer stripped from runs/train/galapagos_yolov8n_aug/weights/best.pt, 6.3MB

Validating runs/train/galapagos_yolov8n_aug/weights/best.pt...
Ultralytics YOLOv8.1.0 πŸš€ Python-3.11.13 torch-2.1.2+cu121 CUDA:0 (Quadro P1000, 4032MiB)
Model summary (fused): 168 layers, 3006623 parameters, 0 gradients, 8.1 GFLOPs
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 10/10 [00:03<00:00,  2.56it/s]
                   all        147        198      0.672      0.636      0.668      0.354
                iguana        147         62      0.709      0.353      0.458      0.177
           lobo_marino        147         29      0.434      0.552      0.541      0.285
              pelΓ­cano        147         38      0.803      0.684      0.789      0.473
              pingΓΌino        147         30       0.47        0.7        0.6      0.292
               tortuga        147         39      0.945       0.89      0.955      0.541
Speed: 0.7ms preprocess, 22.1ms inference, 0.0ms loss, 1.4ms postprocess per image
Results saved to runs/train/galapagos_yolov8n_aug
InΒ [2]:
!pip install huggingface_hub
Collecting huggingface_hub
  Downloading huggingface_hub-0.34.3-py3-none-any.whl.metadata (14 kB)
Requirement already satisfied: filelock in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from huggingface_hub) (3.18.0)
Requirement already satisfied: fsspec>=2023.5.0 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from huggingface_hub) (2025.7.0)
Requirement already satisfied: packaging>=20.9 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from huggingface_hub) (25.0)
Requirement already satisfied: pyyaml>=5.1 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from huggingface_hub) (6.0.2)
Requirement already satisfied: requests in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from huggingface_hub) (2.32.4)
Requirement already satisfied: tqdm>=4.42.1 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from huggingface_hub) (4.67.1)
Requirement already satisfied: typing-extensions>=3.7.4.3 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from huggingface_hub) (4.14.1)
Collecting hf-xet<2.0.0,>=1.1.3 (from huggingface_hub)
  Downloading hf_xet-1.1.5-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (879 bytes)
Requirement already satisfied: charset_normalizer<4,>=2 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from requests->huggingface_hub) (3.4.2)
Requirement already satisfied: idna<4,>=2.5 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from requests->huggingface_hub) (3.10)
Requirement already satisfied: urllib3<3,>=1.21.1 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from requests->huggingface_hub) (2.5.0)
Requirement already satisfied: certifi>=2017.4.17 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from requests->huggingface_hub) (2025.7.14)
Downloading huggingface_hub-0.34.3-py3-none-any.whl (558 kB)
   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 558.8/558.8 kB 12.5 MB/s eta 0:00:00
Downloading hf_xet-1.1.5-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (3.1 MB)
   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 3.1/3.1 MB 37.5 MB/s eta 0:00:00
Installing collected packages: hf-xet, huggingface_hub
   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 2/2 [huggingface_hub]1/2 [huggingface_hub]
Successfully installed hf-xet-1.1.5 huggingface_hub-0.34.3
InΒ [1]:
from ultralytics import YOLO

# Carga el modelo YOLOv10m preentrenado
model = YOLO("yolov10m.pt")

# Entrena con tu dataset personalizado
results = model.train(
    data="dataset.yaml",          # Ruta al archivo de configuraciΓ³n del dataset
    epochs=200,                   # Aumentar si se requiere mejor convergencia
    imgsz=640,                    # ResoluciΓ³n de entrada razonable
    batch=4,                      # Ajustado para no saturar GPU
    name="galapagos_yolov10m",    # Nombre del experimento
    project="runs/train",         # Carpeta de salida
    device=0,                     # GPU 0 (o 'cpu' si no tienes CUDA)
    optimizer="Adam",             # OptimizaciΓ³n estable
    workers=2,                    # NΓΊmero de hilos de carga
    patience=30                   # Early stopping si no mejora
)
/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html
  from .autonotebook import tqdm as notebook_tqdm
New https://pypi.org/project/ultralytics/8.3.170 available πŸ˜ƒ Update with 'pip install -U ultralytics'
Ultralytics YOLOv8.1.34 πŸš€ Python-3.11.13 torch-2.1.2+cu121 CUDA:0 (Quadro P1000, 4032MiB)
engine/trainer: task=detect, mode=train, model=yolov10m.pt, data=dataset.yaml, epochs=200, time=None, patience=30, batch=4, imgsz=640, save=True, save_period=-1, val_period=1, cache=False, device=0, workers=2, project=runs/train, name=galapagos_yolov10m3, exist_ok=False, pretrained=True, optimizer=Adam, verbose=True, seed=0, deterministic=True, single_cls=False, rect=False, cos_lr=False, close_mosaic=10, resume=False, amp=True, fraction=1.0, profile=False, freeze=None, multi_scale=False, overlap_mask=True, mask_ratio=4, dropout=0.0, val=True, split=val, save_json=False, save_hybrid=False, conf=None, iou=0.7, max_det=300, half=False, dnn=False, plots=True, source=None, vid_stride=1, stream_buffer=False, visualize=False, augment=False, agnostic_nms=False, classes=None, retina_masks=False, embed=None, show=False, save_frames=False, save_txt=False, save_conf=False, save_crop=False, show_labels=True, show_conf=True, show_boxes=True, line_width=None, format=torchscript, keras=False, optimize=False, int8=False, dynamic=False, simplify=False, opset=None, workspace=4, nms=False, lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=7.5, cls=0.5, dfl=1.5, pose=12.0, kobj=1.0, label_smoothing=0.0, nbs=64, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, bgr=0.0, mosaic=1.0, mixup=0.0, copy_paste=0.0, auto_augment=randaugment, erasing=0.4, crop_fraction=1.0, cfg=None, tracker=botsort.yaml, save_dir=runs/train/galapagos_yolov10m3
Overriding model.yaml nc=80 with nc=5

                   from  n    params  module                                       arguments                     
  0                  -1  1      1392  ultralytics.nn.modules.conv.Conv             [3, 48, 3, 2]                 
  1                  -1  1     41664  ultralytics.nn.modules.conv.Conv             [48, 96, 3, 2]                
  2                  -1  2    111360  ultralytics.nn.modules.block.C2f             [96, 96, 2, True]             
  3                  -1  1    166272  ultralytics.nn.modules.conv.Conv             [96, 192, 3, 2]               
  4                  -1  4    813312  ultralytics.nn.modules.block.C2f             [192, 192, 4, True]           
  5                  -1  1     78720  ultralytics.nn.modules.block.SCDown          [192, 384, 3, 2]              
  6                  -1  4   3248640  ultralytics.nn.modules.block.C2f             [384, 384, 4, True]           
  7                  -1  1    228672  ultralytics.nn.modules.block.SCDown          [384, 576, 3, 2]              
  8                  -1  2   1689984  ultralytics.nn.modules.block.C2fCIB          [576, 576, 2, True]           
  9                  -1  1    831168  ultralytics.nn.modules.block.SPPF            [576, 576, 5]                 
 10                  -1  1   1253088  ultralytics.nn.modules.block.PSA             [576, 576]                    
 11                  -1  1         0  torch.nn.modules.upsampling.Upsample         [None, 2, 'nearest']          
 12             [-1, 6]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           
 13                  -1  2   1993728  ultralytics.nn.modules.block.C2f             [960, 384, 2]                 
 14                  -1  1         0  torch.nn.modules.upsampling.Upsample         [None, 2, 'nearest']          
 15             [-1, 4]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           
 16                  -1  2    517632  ultralytics.nn.modules.block.C2f             [576, 192, 2]                 
 17                  -1  1    332160  ultralytics.nn.modules.conv.Conv             [192, 192, 3, 2]              
 18            [-1, 13]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           
 19                  -1  2    831744  ultralytics.nn.modules.block.C2fCIB          [576, 384, 2, True]           
 20                  -1  1    152448  ultralytics.nn.modules.block.SCDown          [384, 384, 3, 2]              
 21            [-1, 10]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           
 22                  -1  2   1911168  ultralytics.nn.modules.block.C2fCIB          [960, 576, 2, True]           
 23        [16, 19, 22]  1   2286766  ultralytics.nn.modules.head.v10Detect        [5, [192, 384, 576]]          
YOLOv10m summary: 498 layers, 16489918 parameters, 16489902 gradients, 64.0 GFLOPs

Transferred 787/799 items from pretrained weights
Freezing layer 'model.23.dfl.conv.weight'
AMP: running Automatic Mixed Precision (AMP) checks with YOLOv8n...
AMP: checks passed βœ…
train: Scanning /home/jdominguez/Documentos/Cuadernos/PaulVisionDCC/dataset_final_yolo/dataset_final_yolo/obj_train_data.cache... 148 images, 14 backgrounds, 1 corrupt: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 148/148 [00:00<?, ?it/s]
train: WARNING ⚠️ /home/jdominguez/Documentos/Cuadernos/PaulVisionDCC/dataset_final_yolo/dataset_final_yolo/obj_train_data/Zalophus_wollebaeki_9.jpg: ignoring corrupt image/label: could not convert string to float: '0.551530g'
val: Scanning /home/jdominguez/Documentos/Cuadernos/PaulVisionDCC/dataset_final_yolo/dataset_final_yolo/obj_train_data.cache... 148 images, 14 backgrounds, 1 corrupt: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 148/148 [00:00<?, ?it/s]
train: WARNING ⚠️ /home/jdominguez/Documentos/Cuadernos/PaulVisionDCC/dataset_final_yolo/dataset_final_yolo/obj_train_data/Zalophus_wollebaeki_9.jpg: ignoring corrupt image/label: could not convert string to float: '0.551530g'

Plotting labels to runs/train/galapagos_yolov10m3/labels.jpg... 
optimizer: Adam(lr=0.01, momentum=0.937) with parameter groups 129 weight(decay=0.0), 142 weight(decay=0.0005), 141 bias(decay=0.0)
Image sizes 640 train, 640 val
Using 2 dataloader workers
Logging results to runs/train/galapagos_yolov10m3
Starting training for 200 epochs...

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
      1/200      2.83G      2.106      9.078      2.391      1.917      72.19      2.263         19        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:51<00:00,  1.38s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.15it/s]
                   all        147        198          0          0          0          0

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
      2/200       2.9G      3.612      6.317      3.649      3.273      44.93      3.525         10        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:52<00:00,  1.41s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.96it/s]
                   all        147        198          0          0          0          0

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
      3/200       2.9G      3.471      4.497       3.54      3.232      5.478      3.408          9        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:57<00:00,  1.55s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.95it/s]
                   all        147        198   3.87e-05     0.0414   2.78e-05   6.22e-06

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
      4/200       2.9G      3.372      4.456       3.52      3.147      5.573      3.297          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.60s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.95it/s]
                   all        147        198   3.87e-05     0.0414   2.78e-05   6.22e-06

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
      5/200       2.9G      3.453      4.445      3.537      3.157      5.404      3.104         10        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.95it/s]
                   all        147        198   3.87e-05     0.0414   2.78e-05   6.22e-06

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
      6/200      2.89G      3.321      4.379      3.448      3.054      5.252      3.143          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198   5.54e-05     0.0205   0.000229   6.81e-05

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
      7/200       2.9G       3.26       4.35      3.413      3.019      5.311      3.088         14        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.95it/s]
                   all        147        198   9.17e-06    0.00526   4.74e-06   1.89e-06

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
      8/200       2.9G      3.306      4.323        3.4       3.02      5.238      3.034         10        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198        0.6    0.00323   4.76e-05   2.86e-05

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
      9/200       2.9G      3.156      4.216      3.392      2.871      5.146      3.085          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198        0.8     0.0258    5.1e-05   1.05e-05

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     10/200       2.9G      3.226      4.316      3.371      2.959      5.221      3.171         27        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198   0.000463     0.0485    0.00208   0.000483

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     11/200       2.9G      3.211      4.261      3.333      2.953      5.074      2.957          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.95it/s]
                   all        147        198      0.601     0.0267   0.000791   0.000203

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     12/200       2.9G      3.087      4.172      3.294      2.841      5.069      2.997         17        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.95it/s]
                   all        147        198   0.000676      0.186   0.000899   0.000235

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     13/200       2.9G       3.22      4.202      3.281      2.934      5.012      2.939         14        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.95it/s]
                   all        147        198    0.00105     0.0992   0.000883   0.000214

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     14/200       2.9G      3.132        4.2      3.236      2.833      5.057      2.985         11        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.95it/s]
                   all        147        198    0.00141      0.214    0.00107   0.000267

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     15/200       2.9G      3.175       4.16      3.265      2.793      5.008      2.927          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198   0.000597       0.14   0.000541   0.000123

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     16/200       2.9G       3.12       4.13      3.265      2.793      4.944      2.965          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.95it/s]
                   all        147        198   0.000765      0.173    0.00156    0.00043

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     17/200       2.9G      3.166      4.211       3.24      2.759      5.006      2.872          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00319      0.149    0.00363   0.000657

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     18/200       2.9G      3.141      4.152      3.253      2.875      4.969      2.962          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198   0.000711      0.124    0.00309   0.000471

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     19/200       2.9G        3.1      4.174      3.224      2.784      5.041      2.931          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.95it/s]
                   all        147        198    0.00193      0.222    0.00232   0.000643

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     20/200       2.9G      3.038      4.244       3.19      2.833      5.145      2.936         11        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00115      0.285    0.00929    0.00333

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     21/200       2.9G      3.127      4.162      3.247      2.751      5.112      2.927         11        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.95it/s]
                   all        147        198    0.00103      0.263     0.0027   0.000692

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     22/200       2.9G      3.127      4.067      3.211      2.704      4.923      2.841          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00087      0.219    0.00284   0.000808

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     23/200       2.9G      3.067      4.072       3.22      2.651      4.954      2.864          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00101      0.256    0.00321   0.000899

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     24/200       2.9G       2.98       4.06      3.132      2.586      4.949      2.818          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00134      0.262    0.00262   0.000768

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     25/200       2.9G      3.002      4.176      3.139      2.592      4.991       2.88         11        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.95it/s]
                   all        147        198    0.00183      0.298    0.00456    0.00146

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     26/200       2.9G      3.028      4.146      3.171      2.689      4.936      2.918          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.95it/s]
                   all        147        198    0.00144      0.264    0.00532    0.00174

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     27/200       2.9G      2.915      4.079      3.219      2.489      4.857      2.916          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.95it/s]
                   all        147        198   0.000495      0.186    0.00194    0.00055

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     28/200       2.9G      2.957      4.062      3.259      2.623      4.873      2.888          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198   0.000552      0.205     0.0034   0.000745

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     29/200       2.9G      2.932       4.06      3.247       2.57      4.802      2.942          9        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00203      0.241    0.00674    0.00176

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     30/200       2.9G      2.827      4.094      3.141      2.542      4.854      2.948          9        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.95it/s]
                   all        147        198    0.00262      0.315    0.00709    0.00197

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     31/200       2.9G      2.884      4.121      3.183      2.584      4.854      2.898          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00178      0.313    0.00561    0.00147

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     32/200       2.9G      2.779      4.033      3.121      2.491      4.735      2.896         10        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.95it/s]
                   all        147        198    0.00206      0.321    0.00672    0.00225

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     33/200       2.9G      2.739      4.019      3.104      2.418      4.712      2.855          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00247      0.302    0.00651    0.00208

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     34/200       2.9G      2.787      3.958      3.053      2.424      4.683      2.826          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00193      0.306    0.00443    0.00116

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     35/200       2.9G      2.871      4.117      3.164      2.592      4.857      2.993          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.95it/s]
                   all        147        198    0.00115      0.295    0.00216   0.000507

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     36/200       2.9G      2.842      4.055      3.105      2.538      4.774       2.91         10        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00123      0.346    0.00796    0.00178

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     37/200       2.9G      2.782      4.084      3.072      2.516       4.78      2.964         20        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00189      0.384    0.00712     0.0018

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     38/200       2.9G      2.756       4.03      3.009      2.591      4.722      2.867         13        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00239      0.396    0.00868    0.00209

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     39/200       2.9G      2.772      4.121      3.114      2.453      4.766       2.86          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.95it/s]
                   all        147        198     0.0022      0.344    0.00648    0.00167

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     40/200       2.9G      2.716      4.019      3.053      2.454      4.576      2.829         10        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00207      0.373    0.00441    0.00119

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     41/200       2.9G      2.688      4.036      3.032      2.418      4.673      2.834          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00164      0.348     0.0071    0.00202

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     42/200       2.9G       2.77      4.063      3.007      2.509      4.724      2.835          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00189      0.382    0.00685    0.00199

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     43/200       2.9G      2.735      4.026      2.996      2.491      4.772      2.854          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00213      0.405     0.0162    0.00356

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     44/200       2.9G       2.75      3.899      2.982      2.501      4.648      2.875         14        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00194      0.402     0.0169    0.00631

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     45/200       2.9G       2.66      4.097      2.982      2.497      4.765      2.902          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00148      0.363    0.00556    0.00155

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     46/200       2.9G      2.691      4.023      3.005      2.445      4.744      2.848         12        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.95it/s]
                   all        147        198    0.00199      0.334    0.00567    0.00146

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     47/200       2.9G      2.755      4.107      3.026      2.502      4.707      2.832         13        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00248      0.407     0.0123    0.00338

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     48/200      2.89G      2.691      3.929      2.956      2.417      4.634      2.773         11        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.95it/s]
                   all        147        198    0.00241      0.366     0.0112    0.00264

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     49/200      2.89G      2.704       4.07      3.011      2.395      4.814      2.806          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.95it/s]
                   all        147        198    0.00134      0.332    0.00776     0.0017

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     50/200      2.89G       2.76      3.993      3.006      2.401      4.782      2.775          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00139       0.35    0.00662    0.00159

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     51/200       2.9G      2.753      4.045      3.029      2.511      4.661      2.831         14        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00205      0.337    0.00982     0.0025

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     52/200       2.9G      2.661      4.101      2.931        2.4      4.797      2.751          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.95it/s]
                   all        147        198    0.00256      0.367    0.00846    0.00243

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     53/200       2.9G      2.681      4.049      2.923      2.388      4.706      2.707          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198     0.0021      0.389    0.00707    0.00224

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     54/200       2.9G      2.603      3.982      2.873      2.309      4.602      2.626          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00195      0.358    0.00602    0.00161

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     55/200       2.9G      2.624      4.019      2.925      2.293      4.663      2.652          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00269       0.33    0.00662    0.00201

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     56/200       2.9G       2.56      3.899      2.915      2.288      4.662      2.694         10        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00174      0.265     0.0036   0.000925

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     57/200       2.9G      2.603      3.996      2.945      2.326       4.71      2.757          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00158      0.292    0.00354    0.00103

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     58/200       2.9G      2.532      4.003      2.923      2.242      4.633      2.712         10        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.95it/s]
                   all        147        198   0.000796      0.202    0.00132   0.000384

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     59/200      2.91G      2.489      3.897      2.912      2.183      4.573      2.688          9        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.95it/s]
                   all        147        198      0.602     0.0103    0.00233   0.000734

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     60/200       2.9G      2.459      3.917      2.856      2.146      4.575      2.659          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00139      0.327    0.00552    0.00142

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     61/200       2.9G      2.471      3.994       2.84      2.201      4.559      2.633          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00133      0.339    0.00792    0.00214

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     62/200       2.9G      2.578      3.955      2.883      2.201      4.604      2.644          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00154      0.373     0.0111    0.00304

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     63/200       2.9G       2.54      3.896      2.858      2.226      4.481      2.639          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00162      0.376     0.0157    0.00401

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     64/200       2.9G      2.521      3.888      2.864      2.183      4.543      2.665          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00169      0.371     0.0114    0.00307

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     65/200       2.9G      2.585      3.999      2.855      2.307       4.66      2.657          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00176      0.365       0.01    0.00301

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     66/200       2.9G      2.499       3.94      2.872      2.284      4.582      2.739         21        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00176      0.366      0.013     0.0036

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     67/200      2.89G      2.525      3.896      2.875      2.236       4.53      2.672         10        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00181      0.382     0.0157    0.00453

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     68/200       2.9G      2.502       3.98      2.904      2.154      4.635      2.691          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00192      0.425     0.0123      0.003

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     69/200       2.9G      2.566      3.925      2.917      2.165      4.591      2.708          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.607     0.0205    0.00742      0.002

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     70/200       2.9G      2.474      3.914      2.832      2.177      4.537      2.615          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.95it/s]
                   all        147        198     0.0014      0.375    0.00528     0.0016

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     71/200       2.9G       2.56      3.899      2.837       2.33      4.528       2.72          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00183      0.389    0.00844    0.00267

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     72/200       2.9G      2.531      3.941      2.852      2.208      4.511       2.62          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00177      0.382    0.00914    0.00371

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     73/200       2.9G      2.464      3.916      2.792      2.171      4.514      2.575         10        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00167      0.386    0.00561    0.00191

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     74/200       2.9G      2.533      3.968      2.855       2.27      4.542      2.692          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00185      0.412    0.00645    0.00218
Stopping training early as no improvement observed in last 30 epochs. Best results observed at epoch 44, best model saved as best.pt.
To update EarlyStopping(patience=30) pass a new patience value, i.e. `patience=300` or use `patience=0` to disable EarlyStopping.

74 epochs completed in 1.437 hours.
Optimizer stripped from runs/train/galapagos_yolov10m3/weights/last.pt, 33.5MB
Optimizer stripped from runs/train/galapagos_yolov10m3/weights/best.pt, 33.5MB

Validating runs/train/galapagos_yolov10m3/weights/best.pt...
Ultralytics YOLOv8.1.34 πŸš€ Python-3.11.13 torch-2.1.2+cu121 CUDA:0 (Quadro P1000, 4032MiB)
YOLOv10m summary (fused): 369 layers, 16456174 parameters, 0 gradients, 63.4 GFLOPs
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:08<00:00,  2.16it/s]
                   all        147        198    0.00194      0.402     0.0169    0.00632
                iguana        147         62    0.00198      0.452     0.0121    0.00356
           lobo_marino        147         29    0.00129       0.31     0.0106    0.00418
              pelΓ­cano        147         38    0.00163      0.184    0.00408   0.000715
              pingΓΌino        147         30    0.00273      0.167    0.00279    0.00079
               tortuga        147         39    0.00208      0.897     0.0549     0.0223
Speed: 0.4ms preprocess, 57.7ms inference, 0.0ms loss, 0.1ms postprocess per image
Results saved to runs/train/galapagos_yolov10m3
InΒ [1]:
from ultralytics import YOLO

# Cargar el modelo YOLOv10m preentrenado
model = YOLO("yolov10m.pt")

# Entrenamiento con aumento de datos y early stopping
results = model.train(
    data="dataset.yaml",           # ConfiguraciΓ³n del dataset
    epochs=300,                    # Aumentar a 300 Γ©pocas
    imgsz=640,                     # ResoluciΓ³n de entrada
    batch=4,                       # Ajustado para tu GPU (3.9GB)
    name="galapagos_yolov10m_300e_aug",  # Nombre del experimento
    project="runs/train",         # Carpeta de salida
    device=0,                     # GPU 0
    optimizer="Adam",             # Optimizador
    workers=2,                    # Hilos de carga
    augment=True,                 # Aumento de datos activado
    patience=50,                  # Early stopping si no mejora
    verbose=True                  # Mostrar progreso detallado
)
/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html
  from .autonotebook import tqdm as notebook_tqdm
New https://pypi.org/project/ultralytics/8.3.170 available πŸ˜ƒ Update with 'pip install -U ultralytics'
Ultralytics YOLOv8.1.34 πŸš€ Python-3.11.13 torch-2.1.2+cu121 CUDA:0 (Quadro P1000, 4032MiB)
engine/trainer: task=detect, mode=train, model=yolov10m.pt, data=dataset.yaml, epochs=300, time=None, patience=50, batch=4, imgsz=640, save=True, save_period=-1, val_period=1, cache=False, device=0, workers=2, project=runs/train, name=galapagos_yolov10m_300e_aug2, exist_ok=False, pretrained=True, optimizer=Adam, verbose=True, seed=0, deterministic=True, single_cls=False, rect=False, cos_lr=False, close_mosaic=10, resume=False, amp=True, fraction=1.0, profile=False, freeze=None, multi_scale=False, overlap_mask=True, mask_ratio=4, dropout=0.0, val=True, split=val, save_json=False, save_hybrid=False, conf=None, iou=0.7, max_det=300, half=False, dnn=False, plots=True, source=None, vid_stride=1, stream_buffer=False, visualize=False, augment=True, agnostic_nms=False, classes=None, retina_masks=False, embed=None, show=False, save_frames=False, save_txt=False, save_conf=False, save_crop=False, show_labels=True, show_conf=True, show_boxes=True, line_width=None, format=torchscript, keras=False, optimize=False, int8=False, dynamic=False, simplify=False, opset=None, workspace=4, nms=False, lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=7.5, cls=0.5, dfl=1.5, pose=12.0, kobj=1.0, label_smoothing=0.0, nbs=64, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, bgr=0.0, mosaic=1.0, mixup=0.0, copy_paste=0.0, auto_augment=randaugment, erasing=0.4, crop_fraction=1.0, cfg=None, tracker=botsort.yaml, save_dir=runs/train/galapagos_yolov10m_300e_aug2
Overriding model.yaml nc=80 with nc=5

                   from  n    params  module                                       arguments                     
  0                  -1  1      1392  ultralytics.nn.modules.conv.Conv             [3, 48, 3, 2]                 
  1                  -1  1     41664  ultralytics.nn.modules.conv.Conv             [48, 96, 3, 2]                
  2                  -1  2    111360  ultralytics.nn.modules.block.C2f             [96, 96, 2, True]             
  3                  -1  1    166272  ultralytics.nn.modules.conv.Conv             [96, 192, 3, 2]               
  4                  -1  4    813312  ultralytics.nn.modules.block.C2f             [192, 192, 4, True]           
  5                  -1  1     78720  ultralytics.nn.modules.block.SCDown          [192, 384, 3, 2]              
  6                  -1  4   3248640  ultralytics.nn.modules.block.C2f             [384, 384, 4, True]           
  7                  -1  1    228672  ultralytics.nn.modules.block.SCDown          [384, 576, 3, 2]              
  8                  -1  2   1689984  ultralytics.nn.modules.block.C2fCIB          [576, 576, 2, True]           
  9                  -1  1    831168  ultralytics.nn.modules.block.SPPF            [576, 576, 5]                 
 10                  -1  1   1253088  ultralytics.nn.modules.block.PSA             [576, 576]                    
 11                  -1  1         0  torch.nn.modules.upsampling.Upsample         [None, 2, 'nearest']          
 12             [-1, 6]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           
 13                  -1  2   1993728  ultralytics.nn.modules.block.C2f             [960, 384, 2]                 
 14                  -1  1         0  torch.nn.modules.upsampling.Upsample         [None, 2, 'nearest']          
 15             [-1, 4]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           
 16                  -1  2    517632  ultralytics.nn.modules.block.C2f             [576, 192, 2]                 
 17                  -1  1    332160  ultralytics.nn.modules.conv.Conv             [192, 192, 3, 2]              
 18            [-1, 13]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           
 19                  -1  2    831744  ultralytics.nn.modules.block.C2fCIB          [576, 384, 2, True]           
 20                  -1  1    152448  ultralytics.nn.modules.block.SCDown          [384, 384, 3, 2]              
 21            [-1, 10]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           
 22                  -1  2   1911168  ultralytics.nn.modules.block.C2fCIB          [960, 576, 2, True]           
 23        [16, 19, 22]  1   2286766  ultralytics.nn.modules.head.v10Detect        [5, [192, 384, 576]]          
YOLOv10m summary: 498 layers, 16489918 parameters, 16489902 gradients, 64.0 GFLOPs

Transferred 787/799 items from pretrained weights
Freezing layer 'model.23.dfl.conv.weight'
AMP: running Automatic Mixed Precision (AMP) checks with YOLOv8n...
AMP: checks passed βœ…
train: Scanning /home/jdominguez/Documentos/Cuadernos/PaulVisionDCC/dataset_final_yolo/dataset_final_yolo/obj_train_data.cache... 148 images, 14 backgrounds, 1 corrupt: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 148/148 [00:00<?, ?it/s]
train: WARNING ⚠️ /home/jdominguez/Documentos/Cuadernos/PaulVisionDCC/dataset_final_yolo/dataset_final_yolo/obj_train_data/Zalophus_wollebaeki_9.jpg: ignoring corrupt image/label: could not convert string to float: '0.551530g'
val: Scanning /home/jdominguez/Documentos/Cuadernos/PaulVisionDCC/dataset_final_yolo/dataset_final_yolo/obj_train_data.cache... 148 images, 14 backgrounds, 1 corrupt: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 148/148 [00:00<?, ?it/s]
train: WARNING ⚠️ /home/jdominguez/Documentos/Cuadernos/PaulVisionDCC/dataset_final_yolo/dataset_final_yolo/obj_train_data/Zalophus_wollebaeki_9.jpg: ignoring corrupt image/label: could not convert string to float: '0.551530g'

Plotting labels to runs/train/galapagos_yolov10m_300e_aug2/labels.jpg... 
optimizer: Adam(lr=0.01, momentum=0.937) with parameter groups 129 weight(decay=0.0), 142 weight(decay=0.0005), 141 bias(decay=0.0)
Image sizes 640 train, 640 val
Using 2 dataloader workers
Logging results to runs/train/galapagos_yolov10m_300e_aug2
Starting training for 300 epochs...

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
      1/300      2.83G      2.106      9.078      2.391      1.917      72.19      2.263         19        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:54<00:00,  1.47s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.93it/s]
                   all        147        198          0          0          0          0

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
      2/300       2.9G      3.625       6.22      3.636      3.327      44.88      3.561         10        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.95it/s]
                   all        147        198          0          0          0          0

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
      3/300       2.9G      3.482       4.55      3.551      3.227      5.601      3.417          9        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.95it/s]
                   all        147        198          0          0          0          0

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
      4/300       2.9G       3.36      4.494      3.546       3.12      5.669      3.311          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198   0.000124     0.0871   0.000158   4.21e-05

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
      5/300       2.9G      3.529      4.517      3.536      3.314       5.53      3.281         10        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.95it/s]
                   all        147        198        0.8    0.00968   8.94e-05   2.28e-05

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
      6/300       2.9G      3.446      4.455      3.465      3.007      5.356      3.191          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198        0.6     0.0129   3.18e-05   9.42e-06

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
      7/300       2.9G      3.337      4.388      3.431      2.962       5.33      3.104         14        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198   9.95e-06    0.00526   5.45e-06   1.63e-06

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
      8/300       2.9G      3.299      4.387      3.414      2.968       5.31        3.2         10        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198   0.000296     0.0501    0.00216   0.000356

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
      9/300       2.9G      3.243      4.232       3.36      2.887      5.249      3.143          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198   0.000235     0.0855   0.000334   8.78e-05

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     10/300       2.9G      3.324      4.345      3.448      3.003      5.301      3.148         27        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198   0.000148     0.0366   0.000253   6.14e-05

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     11/300       2.9G      3.334      4.218      3.433      2.923      5.235       3.11          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198   0.000222     0.0632   0.000207   5.16e-05

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     12/300       2.9G      3.264      4.122       3.39      2.955      5.105      3.141         17        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00023     0.0676   0.000145   4.55e-05

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     13/300       2.9G      3.349      4.309      3.375      2.966      5.128      3.003         14        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00124      0.154   0.000705   0.000155

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     14/300       2.9G      3.254      4.251      3.321       2.84      5.115      2.992         11        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00113      0.211    0.00119   0.000312

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     15/300       2.9G      3.228      4.189      3.273      2.861      4.954       3.02          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.95it/s]
                   all        147        198    0.00088      0.225     0.0168    0.00347

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     16/300      2.89G      3.129      4.174      3.301      2.854      4.947      3.041          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00141      0.278    0.00516    0.00128

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     17/300       2.9G      3.199      4.271      3.243      2.832      4.966      2.948          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00107      0.277    0.00647    0.00185

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     18/300       2.9G      3.242      4.173      3.256      2.933      4.883      3.025          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00055      0.187   0.000587   0.000149

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     19/300      2.89G      3.225      4.208      3.227      2.895      4.931      3.015          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198   0.000643      0.209   0.000697   0.000213

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     20/300       2.9G      3.156      4.193      3.194      2.832      4.889      2.978         11        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.202      0.132    0.00487   0.000973

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     21/300       2.9G      3.184      4.157      3.232       2.75      4.851      2.947         11        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00143      0.326     0.0125    0.00437

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     22/300       2.9G      3.055      4.065      3.078      2.696      4.745      2.862          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.95it/s]
                   all        147        198    0.00165      0.327    0.00467    0.00103

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     23/300       2.9G      3.183      4.017      3.164      2.667      4.697      2.887          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00127      0.306     0.0073    0.00179

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     24/300       2.9G      3.062      4.055      3.067      2.708      4.806      2.881          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00119       0.23    0.00703    0.00137

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     25/300       2.9G      3.044      4.068      3.104      2.617      4.804       2.87         11        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00224      0.277     0.0101    0.00232

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     26/300       2.9G      3.043       4.11      3.051      2.615      4.723      2.803          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00132      0.331    0.00763    0.00172

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     27/300       2.9G      2.939      3.994      3.049       2.53      4.718      2.836          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00114       0.31     0.0048    0.00132

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     28/300       2.9G       2.95      4.029      3.037      2.572      4.784      2.829          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00419      0.319    0.00589    0.00127

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     29/300       2.9G      2.891      4.012      3.048      2.574      4.694      2.812          9        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00374      0.287    0.00387   0.000834

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     30/300       2.9G      2.861      4.083      3.087      2.548       4.73      2.852          9        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.95it/s]
                   all        147        198    0.00238      0.318     0.0027   0.000675

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     31/300       2.9G      2.773      4.118      2.992      2.512      4.747       2.77          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00274      0.367    0.00664     0.0015

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     32/300       2.9G       2.85      3.985      3.036      2.512       4.71      2.845         10        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00298      0.368    0.00714    0.00179

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     33/300       2.9G      2.785      4.004      3.015      2.523       4.66      2.809          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00201      0.332    0.00808      0.002

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     34/300       2.9G       2.72      4.003      2.952      2.399      4.652      2.689          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00174      0.368    0.00593    0.00175

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     35/300       2.9G       2.85      4.083      3.059      2.527      4.745      2.838          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00955      0.356     0.0152    0.00422

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     36/300       2.9G      2.806      4.058      3.012      2.457      4.703      2.783         10        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00205      0.427    0.00701    0.00206

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     37/300       2.9G      2.755      3.976      2.949      2.467       4.64      2.733         20        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00192      0.438    0.00555    0.00155

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     38/300       2.9G      2.807      4.039      2.968      2.546      4.689      2.788         13        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00236      0.468    0.00858    0.00242

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     39/300      2.89G      2.787      4.076       3.01      2.485      4.777      2.789          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00233      0.424     0.0202    0.00591

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     40/300       2.9G        2.8      3.948      2.982      2.447      4.639      2.727         10        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00163      0.415     0.0217    0.00676

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     41/300       2.9G      2.723      3.981      2.937      2.388      4.616      2.784          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00132      0.364     0.0192    0.00553

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     42/300       2.9G      2.803      4.038      2.955       2.57      4.626      2.821          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.95it/s]
                   all        147        198   0.000588      0.117    0.00218   0.000781

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     43/300       2.9G      2.686      3.981      2.943      2.518      4.692      2.746          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.95it/s]
                   all        147        198   0.000502      0.128    0.00188   0.000381

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     44/300       2.9G      2.658       3.87      2.869      2.375      4.506      2.642         14        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00104      0.228    0.00287   0.000603

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     45/300       2.9G      2.622      3.954      2.853      2.355      4.563      2.666          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00172      0.386    0.00866    0.00227

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     46/300       2.9G       2.68      3.918      2.879      2.365      4.472      2.613         12        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00147      0.351     0.0107    0.00284

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     47/300       2.9G      2.681      3.935      2.828      2.288      4.478      2.524         13        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00151      0.386     0.0197    0.00524

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     48/300       2.9G      2.595      3.823      2.785      2.408       4.41      2.503         11        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.95it/s]
                   all        147        198    0.00274      0.435      0.024    0.00585

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     49/300      2.89G      2.688      3.932      2.825      2.359       4.45      2.501          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00295       0.51     0.0186    0.00425

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     50/300       2.9G      2.709      3.869      2.849      2.411      4.412      2.569          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00231       0.52     0.0229    0.00656

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     51/300       2.9G      2.671      3.853      2.838      2.369      4.364      2.518         14        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00264      0.588     0.0337    0.00958

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     52/300       2.9G      2.612       3.92      2.821      2.282      4.497      2.479          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00261      0.566     0.0262    0.00774

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     53/300       2.9G      2.592      3.852      2.812       2.34      4.424      2.516          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00244      0.524     0.0293     0.0081

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     54/300       2.9G      2.566      3.791      2.741      2.341      4.357       2.48          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198     0.0025      0.515     0.0199    0.00683

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     55/300       2.9G      2.604      3.822      2.792      2.236      4.413      2.469          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00234      0.474     0.0202    0.00554

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     56/300       2.9G      2.568      3.698      2.788      2.268      4.277      2.441         10        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00159       0.34    0.00721    0.00206

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     57/300       2.9G      2.626      3.818      2.764      2.296      4.383      2.471          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00212      0.461    0.00972    0.00317

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     58/300       2.9G      2.565      3.711      2.733      2.232      4.365      2.422         10        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.805      0.118     0.0211     0.0058

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     59/300       2.9G      2.549       3.69      2.742      2.242      4.208      2.397          9        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198     0.0061      0.515     0.0142    0.00403

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     60/300       2.9G      2.487      3.701      2.715       2.21      4.255      2.414          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00215      0.464     0.0149    0.00587

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     61/300       2.9G       2.51      3.738      2.704       2.24      4.316      2.396          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00246      0.488     0.0144    0.00487

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     62/300       2.9G      2.477        3.7      2.679      2.226      4.229       2.46          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00377      0.536     0.0279    0.00875

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     63/300       2.9G      2.487      3.726      2.682      2.163      4.244      2.359          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00289      0.559     0.0476     0.0149

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     64/300       2.9G      2.495      3.761      2.714      2.207      4.301      2.403          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00281      0.605     0.0585     0.0194

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     65/300       2.9G      2.605      3.856      2.801      2.304       4.37      2.464          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.95it/s]
                   all        147        198      0.811      0.138     0.0602     0.0206

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     66/300       2.9G      2.487      3.704      2.729      2.212      4.301        2.4         21        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.816      0.103     0.0523     0.0202

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     67/300       2.9G      2.535       3.72      2.731      2.288      4.206      2.388         10        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.814     0.0718     0.0452     0.0187

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     68/300      2.89G       2.49      3.729      2.718      2.273      4.289      2.407          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.808     0.0966      0.029     0.0116

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     69/300       2.9G      2.526      3.678      2.745      2.186      4.252      2.392          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00309      0.537     0.0135    0.00445

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     70/300       2.9G      2.455      3.723      2.627      2.132      4.242      2.297          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00325      0.548    0.00615    0.00199

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     71/300       2.9G      2.484      3.687      2.622      2.231      4.251      2.326          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.812     0.0718      0.023    0.00777

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     72/300       2.9G      2.513       3.71      2.713      2.258      4.212      2.414          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.822      0.041     0.0306     0.0115

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     73/300       2.9G      2.421      3.649      2.581      2.159      4.195      2.355         10        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.824     0.0769     0.0377     0.0134

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     74/300       2.9G      2.523      3.639      2.678      2.256      4.185      2.375          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.609      0.198     0.0314     0.0108

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     75/300      2.91G      2.498      3.633      2.649      2.148      4.198      2.288          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.248      0.247     0.0245     0.0104

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     76/300      2.89G      2.441      3.551      2.626      2.152      4.108      2.301          9        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.817     0.0667     0.0295     0.0123

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     77/300       2.9G      2.461      3.614       2.62      2.134       4.15      2.307          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.819     0.0462     0.0214    0.00725

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     78/300       2.9G      2.494      3.596      2.628      2.264       4.17      2.354          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.824      0.041     0.0257    0.00773

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     79/300       2.9G      2.461       3.62      2.595      2.225      4.143      2.289          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198       0.83     0.0259     0.0358     0.0146

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     80/300       2.9G      2.381      3.646       2.59      2.167      4.246      2.306         13        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198    0.00235       0.54     0.0424     0.0179

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     81/300       2.9G      2.447      3.567      2.652      2.196      4.089      2.347          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.821      0.118     0.0587     0.0265

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     82/300       2.9G       2.36       3.65      2.553      2.081      4.162      2.236          9        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.817      0.138     0.0595     0.0177

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     83/300       2.9G      2.353      3.478      2.547      2.076      3.986      2.202          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.609      0.133      0.037     0.0118

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     84/300       2.9G      2.399      3.569      2.608      2.152      4.113      2.288         10        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.827     0.0923     0.0318     0.0112

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     85/300       2.9G      2.395      3.531      2.579      2.121      4.092      2.278         12        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198       0.84     0.0615     0.0452     0.0164

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     86/300       2.9G      2.331      3.539      2.513      2.117      4.076      2.248         15        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.837     0.0718     0.0532     0.0217

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     87/300       2.9G      2.441       3.56      2.624      2.226      4.117      2.333          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.841     0.0667     0.0483     0.0189

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     88/300       2.9G      2.414       3.54      2.572      2.131      4.027      2.252         10        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198       0.83     0.0615     0.0325     0.0132

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     89/300       2.9G      2.309      3.414      2.518      2.105      3.964       2.25          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.818     0.0718     0.0224    0.00964

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     90/300       2.9G      2.382      3.497      2.586      2.099      4.054      2.218         23        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.825     0.0513     0.0277     0.0118

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     91/300       2.9G      2.367      3.518      2.555      2.182      4.039      2.253         16        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.862     0.0872     0.0583     0.0229

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     92/300       2.9G      2.347      3.536      2.484      2.166      4.014      2.223          9        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.858     0.0667     0.0663     0.0295

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     93/300       2.9G      2.247      3.391       2.45      2.063      3.872      2.128          9        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.865     0.0667      0.065      0.032

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     94/300       2.9G      2.324      3.545      2.516      2.151      4.089      2.185          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198       0.85     0.0769     0.0748     0.0277

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     95/300       2.9G      2.254      3.394      2.458      2.106      3.971       2.21          9        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.838     0.0872     0.0552     0.0234

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     96/300       2.9G      2.311      3.471      2.444      2.109      3.967      2.173         10        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.852     0.0509     0.0477     0.0235

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     97/300       2.9G      2.354      3.571      2.499      2.124       4.11      2.235         11        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.845      0.041     0.0498     0.0231

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     98/300      2.89G      2.335      3.541      2.495      2.196      4.035      2.244         14        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.862     0.0769     0.0627     0.0282

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
     99/300       2.9G      2.334      3.481      2.498      2.166      3.937        2.2          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.628     0.0615     0.0287    0.00979

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    100/300       2.9G       2.35      3.557      2.534      2.046      4.009      2.256         10        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.833     0.0205     0.0379     0.0139

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    101/300       2.9G      2.402      3.565      2.538      2.209      4.116      2.259          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.867      0.041     0.0501     0.0186

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    102/300       2.9G      2.327      3.524      2.528      2.149      4.074      2.278         14        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.888     0.0667     0.0824     0.0388

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    103/300       2.9G      2.264      3.347      2.513      2.073       3.92      2.234          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.852     0.0837     0.0582     0.0192

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    104/300       2.9G      2.223      3.312      2.488      2.004      3.881      2.202          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.828     0.0513     0.0365     0.0121

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    105/300       2.9G      2.289      3.443      2.483       2.09      3.953      2.223          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.619     0.0205     0.0252    0.00973

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    106/300       2.9G      2.295       3.53      2.479       2.09      4.119      2.224          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.837     0.0205     0.0188     0.0075

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    107/300      2.91G      2.255      3.416      2.459      2.018      3.932      2.189          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.218     0.0878     0.0224    0.00909

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    108/300       2.9G      2.293      3.442      2.438      2.075      4.058      2.224          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.835     0.0272      0.043     0.0146

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    109/300       2.9G      2.238      3.423      2.439      2.035      3.929      2.215          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.825      0.041     0.0373     0.0147

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    110/300       2.9G      2.215      3.319      2.425      2.028      3.843      2.183          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.836     0.0769     0.0793     0.0324

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    111/300       2.9G      2.252      3.475      2.493      2.082      4.023      2.269         11        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.873     0.0667     0.0851     0.0363

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    112/300      2.89G      2.267      3.414      2.422      2.116       3.85      2.172          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198       0.87     0.0769     0.0948     0.0453

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    113/300       2.9G      2.307      3.465      2.475      2.151       3.99      2.264         14        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.833     0.0667      0.056     0.0253

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    114/300       2.9G      2.249      3.389      2.464      2.185      3.885      2.283          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.819     0.0974     0.0288     0.0114

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    115/300       2.9G      2.289      3.487      2.483      2.172      3.986      2.266          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.818     0.0872     0.0344      0.012

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    116/300       2.9G      2.141      3.257       2.37      2.005      3.872       2.19          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.862     0.0872     0.0777     0.0339

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    117/300       2.9G      2.285      3.377      2.432      2.143      3.823      2.165         13        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.872      0.108     0.0857     0.0385

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    118/300       2.9G      2.281      3.466      2.442      2.156      3.948      2.253          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.855     0.0637     0.0519     0.0216

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    119/300       2.9G       2.18      3.299      2.372      2.055      3.833      2.165          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.866     0.0872      0.089     0.0377

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    120/300       2.9G      2.231       3.37      2.417      2.036      3.832       2.16          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.875     0.0768     0.0901     0.0398

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    121/300       2.9G      2.291      3.464       2.41      2.111      4.011      2.168          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.899     0.0564     0.0925     0.0416

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    122/300       2.9G      2.221      3.301      2.378      2.004      3.836      2.119         16        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.863     0.0513     0.0695     0.0287

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    123/300       2.9G      2.114      3.295       2.33      1.946      3.803      2.112          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.883     0.0308     0.0543     0.0238

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    124/300       2.9G       2.25      3.329      2.423      2.101      3.809      2.174         15        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.848      0.041     0.0488     0.0211

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    125/300       2.9G      2.147       3.24      2.347       1.96      3.805       2.09         21        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.887     0.0462     0.0686     0.0285

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    126/300       2.9G      2.165      3.294      2.344      2.006      3.762       2.11          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.883     0.0769     0.0968     0.0443

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    127/300       2.9G      2.215      3.209       2.35      2.026      3.804      2.114          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.864      0.113     0.0938      0.038

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    128/300       2.9G       2.23      3.342      2.437      2.078      3.816      2.237          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.868     0.0564     0.0738     0.0317

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    129/300       2.9G      2.251      3.345      2.411      2.086      3.821      2.136          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.649      0.108     0.0803     0.0343

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    130/300       2.9G      2.236      3.294      2.417      2.084      3.811      2.168          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.844     0.0923     0.0753      0.032

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    131/300       2.9G      2.092      3.126      2.317      2.006      3.674      2.084         23        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.875     0.0513     0.0706     0.0312

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    132/300      2.89G      2.175      3.289      2.406       2.01      3.798      2.148         16        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.865     0.0564     0.0764     0.0337

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    133/300       2.9G      2.187      3.263      2.343      2.045      3.828      2.099          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.896     0.0615     0.0868     0.0386

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    134/300       2.9G      2.175      3.254      2.358      2.021      3.802      2.121         14        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.886     0.0564      0.081     0.0351

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    135/300       2.9G      2.174      3.303      2.359      2.041       3.92      2.155          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198       0.94     0.0308     0.0711     0.0298

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    136/300       2.9G      2.172      3.254      2.354      2.003      3.872      2.108         11        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.918     0.0659        0.1     0.0454

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    137/300       2.9G      2.118       3.16      2.291      2.014       3.79      2.085         12        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.917     0.0653      0.101     0.0473

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    138/300       2.9G      2.115      3.096      2.287      1.944      3.671      2.047         14        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.886     0.0769     0.0927     0.0442

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    139/300       2.9G      2.137      3.149      2.332      1.994      3.791      2.121          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198       0.88     0.0718     0.0714     0.0325

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    140/300       2.9G      2.087      3.046      2.259      1.957      3.608       2.07          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.864     0.0667      0.077     0.0374

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    141/300       2.9G      2.093      3.178      2.291      2.001      3.728      2.104          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.883     0.0667      0.103     0.0563

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    142/300       2.9G        2.2      3.215      2.396      2.034      3.753      2.198          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.884     0.0635      0.105     0.0572

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    143/300       2.9G        2.1      3.111      2.327      1.995      3.749      2.137          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.877     0.0964        0.1     0.0556

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    144/300       2.9G      2.129       3.22      2.332       1.97      3.728      2.095          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.743      0.109     0.0936     0.0525

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    145/300       2.9G      2.092      3.124       2.32      1.999      3.646      2.136         16        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.898     0.0872     0.0998     0.0554

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    146/300       2.9G      2.177      3.141      2.335      2.081      3.646      2.098         12        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.877     0.0821     0.0976     0.0559

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    147/300       2.9G      2.077      3.087      2.261      1.972      3.664      2.081         13        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.899     0.0615      0.097      0.056

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    148/300       2.9G      2.028      3.165      2.265      1.984      3.677      2.075         15        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.905     0.0567      0.101     0.0587

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    149/300       2.9G      2.183      3.218      2.352      2.022       3.71      2.161          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.907     0.0718      0.115      0.062

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    150/300       2.9G      2.008      3.031      2.249      1.891      3.605      2.046          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.906     0.0974      0.119      0.064

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    151/300       2.9G      1.995      3.086      2.248      1.895      3.529      2.066          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.905      0.102      0.118     0.0612

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    152/300       2.9G      2.022      3.129      2.257      1.923      3.674      2.035          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.888     0.0923      0.118     0.0616

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    153/300       2.9G      2.025      3.084      2.285       1.91      3.596      2.062         11        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.719      0.137      0.131     0.0685

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    154/300       2.9G      2.103      3.165      2.373      1.972      3.646      2.139          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.606      0.113      0.144     0.0734

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    155/300       2.9G      2.034      3.072      2.265      1.949      3.572      2.067         13        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.532      0.121      0.112     0.0618

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    156/300       2.9G       2.03      3.014      2.228      2.026      3.552      2.108          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.487      0.126      0.107     0.0615

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    157/300       2.9G      2.095      3.139      2.328      1.967      3.704       2.13         16        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.897     0.0821      0.119      0.063

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    158/300       2.9G      1.971      2.986      2.284      1.897      3.526      2.098          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.901        0.1      0.142     0.0726

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    159/300       2.9G      2.009      3.088      2.224      1.906      3.556      2.057         21        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198       0.92     0.0919      0.149     0.0789

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    160/300       2.9G      2.013      3.023      2.258      1.895      3.487       2.07          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.911      0.103      0.148     0.0767

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    161/300       2.9G      2.122      3.145      2.259      2.078      3.682       2.06         10        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.925     0.0859      0.145     0.0761

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    162/300       2.9G      2.009      2.936      2.216      1.946      3.493      2.035         10        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.907      0.095      0.136     0.0725

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    163/300       2.9G       2.13      3.064      2.286      1.984      3.687      2.055          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.893     0.0872      0.118     0.0633

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    164/300       2.9G      2.127      3.092      2.286      1.978      3.589      2.065         12        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.478      0.132      0.113     0.0634

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    165/300       2.9G      2.079      3.048      2.302      1.927      3.541      2.097          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.928     0.0815      0.121     0.0718

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    166/300       2.9G      2.059      3.019      2.252      1.958      3.535      2.073         13        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.931     0.0974      0.137     0.0847

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    167/300       2.9G      2.086      3.122      2.213      1.943      3.623      2.107          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.918     0.0872       0.14     0.0808

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    168/300       2.9G      2.102      3.065      2.305      2.004       3.56      2.143          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.906     0.0978       0.15     0.0829

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    169/300       2.9G      2.022      3.082      2.217      1.905      3.533      2.058         12        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.484      0.156       0.16     0.0897

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    170/300       2.9G      2.041      2.956       2.22      1.919      3.469       1.98          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.509      0.131      0.152     0.0893

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    171/300       2.9G      2.097      2.934       2.27       1.96      3.537      2.066          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.489      0.151      0.155     0.0953

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    172/300       2.9G      1.968      2.856      2.151      1.862      3.483      1.966         16        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.483      0.171      0.164      0.104

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    173/300       2.9G      2.015      2.974      2.264      1.942      3.467      2.087          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.585      0.187      0.157      0.103

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    174/300       2.9G      1.991      2.878       2.18      1.919      3.413      2.003         13        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198       0.64      0.186      0.162     0.0994

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    175/300       2.9G      1.986      2.997      2.201      1.942      3.474      2.009          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.627      0.189      0.162     0.0919

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    176/300       2.9G      1.952      2.881      2.203      1.905      3.347      2.083          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.582      0.191      0.163     0.0932

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    177/300       2.9G      2.009      2.896      2.207      1.854      3.368      2.044          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.229      0.213      0.154     0.0942

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    178/300       2.9G      2.091      2.934      2.275      1.964      3.413      2.077          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.255      0.217      0.164        0.1

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    179/300       2.9G      2.014      2.963      2.185      1.918      3.513      2.026          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198       0.33      0.197      0.163      0.102

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    180/300       2.9G      2.014      2.856      2.187      1.959      3.424      2.063          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198       0.32      0.129      0.135     0.0741

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    181/300       2.9G       1.89      2.674      2.094      1.907      3.173      2.029         20        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.343      0.162       0.14      0.082

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    182/300       2.9G      1.917      2.886      2.102      1.838      3.398      1.995          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.365      0.203      0.144     0.0815

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    183/300       2.9G      1.893      2.737      2.149      1.884      3.258      2.066         16        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.366      0.173      0.144     0.0828

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    184/300       2.9G      2.077      3.045      2.242      1.954      3.496      2.082          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.334      0.129      0.112     0.0571

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    185/300       2.9G      1.931      2.843      2.163      1.805      3.412      2.005         18        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.327      0.109     0.0998      0.053

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    186/300       2.9G      1.956       2.84      2.175      1.857      3.304      1.992          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.686      0.121      0.102     0.0558

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    187/300       2.9G      1.919      2.781       2.15      1.826      3.288      1.982          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.754      0.097      0.125     0.0617

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    188/300       2.9G      2.006      2.841      2.189      1.939      3.404      2.055         11        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.513      0.176      0.126     0.0717

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    189/300       2.9G      2.028      2.983      2.226      1.978      3.475      2.049         11        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.285      0.107     0.0354     0.0162

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    190/300       2.9G       2.01       2.86      2.156       1.89      3.382      1.998          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.233     0.0539     0.0156    0.00732

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    191/300       2.9G      1.962      2.972      2.191      1.895      3.526      2.029          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.408     0.0748     0.0643      0.033

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    192/300       2.9G      1.856      2.774      2.103      1.781      3.251      1.931          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.501      0.144      0.134     0.0737

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    193/300       2.9G       1.94      2.807      2.158       1.94       3.24      1.985          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.497      0.204      0.176     0.0996

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    194/300       2.9G      1.956      2.828      2.121       1.86      3.287      1.971          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.372       0.21      0.149     0.0837

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    195/300       2.9G      1.953      2.769      2.191      1.832      3.249      1.964         11        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198       0.21      0.188      0.147     0.0904

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    196/300       2.9G      1.944      2.758      2.166      1.863      3.293       1.99          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198       0.29      0.213      0.175        0.1

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    197/300       2.9G      1.929      2.833      2.154      1.826      3.357      1.987          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.238      0.224      0.167     0.0952

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    198/300       2.9G       1.99      2.867       2.18      1.836       3.38      1.926          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.378      0.204      0.173      0.105

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    199/300       2.9G      1.927      2.821      2.178      1.818      3.246      2.025          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.383      0.148       0.17      0.103

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    200/300       2.9G      1.859       2.79      2.166      1.812      3.269      2.033          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.625      0.163      0.176      0.107

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    201/300       2.9G      1.876      2.726      2.144      1.809      3.194      2.003          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.804      0.123      0.154     0.0937

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    202/300       2.9G      1.889      2.734       2.14      1.848      3.258      1.978         14        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.231      0.202      0.151     0.0911

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    203/300      2.91G      1.935      2.795      2.135      1.909      3.353       1.97          9        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.224      0.182      0.153     0.0951

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    204/300       2.9G      1.971      2.845      2.167      1.893      3.452       1.99          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.222      0.195      0.171      0.108

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    205/300       2.9G       1.88      2.648      2.093      1.762      3.161      1.918          9        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.239      0.201      0.177      0.108

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    206/300       2.9G      1.976      2.726      2.154      1.831      3.336      1.966          9        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.286      0.234      0.186      0.111

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    207/300       2.9G      1.842      2.756      2.066      1.836      3.267      1.939          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.287      0.217      0.188      0.115

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    208/300       2.9G      1.951      2.667      2.158       1.86       3.28      1.982          9        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.353      0.229      0.206      0.124

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    209/300       2.9G      1.857      2.619       2.05      1.869      3.176      1.901         14        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.329      0.244      0.212       0.13

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    210/300       2.9G      1.829      2.573      2.051      1.737      3.055      1.884          9        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.285      0.282       0.21      0.133

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    211/300      2.89G      1.914      2.743      2.114      1.824      3.259       1.95          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198       0.29      0.273      0.215      0.133

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    212/300       2.9G      1.983      2.797      2.106      1.939      3.317      1.953         11        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.265      0.263      0.214      0.133

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    213/300       2.9G      1.899      2.691      2.108        1.8      3.251      1.929         14        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.236      0.268      0.219      0.135

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    214/300       2.9G      1.909      2.643       2.14      1.847      3.204      1.986          9        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.389      0.279      0.228      0.144

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    215/300       2.9G      1.874       2.52      2.074      1.846      3.035      1.985          9        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.376      0.262      0.237      0.149

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    216/300       2.9G      1.834      2.667      2.058      1.804      3.122      1.975          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.219      0.273      0.236      0.153

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    217/300       2.9G       1.94      2.692      2.108      1.852      3.215        1.9          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.206      0.266      0.238      0.154

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    218/300       2.9G      1.825      2.599      2.037      1.787      3.075      1.932          9        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.217      0.243      0.237      0.152

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    219/300       2.9G       1.82      2.571      2.038      1.747      3.095      1.865          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.237      0.255      0.234       0.15

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    220/300       2.9G      1.801      2.572      2.036      1.765      3.139      1.902          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.232      0.249      0.221      0.146

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    221/300       2.9G      1.826      2.592      2.016      1.727      3.129      1.861          9        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.184       0.27      0.214      0.143

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    222/300       2.9G      1.824      2.556      2.075      1.702       3.06      1.928          9        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.249      0.284      0.218      0.146

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    223/300       2.9G      1.851      2.496      2.065      1.791      2.982      1.921          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.241      0.291      0.224      0.149

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    224/300       2.9G      1.839      2.516      2.059      1.745      3.043      1.922          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.252       0.31       0.22      0.144

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    225/300       2.9G       1.87      2.611      2.106      1.803      3.152      1.964         14        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.228      0.266      0.229      0.149

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    226/300       2.9G      1.803      2.517      2.043       1.78      2.952      1.868          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.348      0.272      0.249      0.153

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    227/300       2.9G      1.833      2.671      2.097      1.753      3.118       1.99         18        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.284      0.288      0.252      0.158

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    228/300       2.9G      1.686      2.568      1.978      1.693      3.095      1.888          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.303      0.322      0.249      0.155

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    229/300       2.9G      1.772       2.58       2.03      1.721      3.123      1.861          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198       0.47      0.317      0.268      0.166

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    230/300       2.9G      1.819       2.57      2.094      1.781      3.021      1.959          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.414      0.326      0.269      0.171

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    231/300       2.9G      1.837      2.593       2.05      1.738      3.143      1.871          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.414      0.292      0.283      0.178

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    232/300       2.9G      1.798       2.64       2.01       1.76      3.196      1.856          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.545      0.243      0.285      0.184

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    233/300       2.9G      1.831      2.484       2.05      1.763      3.006      1.919          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198       0.64      0.207      0.276      0.175

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    234/300       2.9G      1.817      2.457      2.019       1.77      2.931      1.875          9        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.442      0.256      0.265      0.166

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    235/300       2.9G      1.754      2.524       2.02      1.729      3.043       1.85          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.322      0.292      0.271      0.171

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    236/300       2.9G      1.797      2.414      2.014      1.742      2.998      1.906          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.284      0.292      0.283      0.178

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    237/300       2.9G      1.896       2.66      2.053      1.859      3.209      1.939         15        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.302      0.335      0.275      0.169

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    238/300       2.9G      1.763      2.581      2.038      1.773       3.12       1.91         10        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.365      0.373      0.292      0.183

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    239/300       2.9G      1.753      2.482      2.033      1.745      2.985      1.939          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.332      0.343      0.295      0.186

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    240/300       2.9G      1.769       2.46      1.993      1.743      2.948      1.881          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.305      0.335      0.288      0.182

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    241/300       2.9G      1.796      2.526      2.036      1.696      3.049      1.865          9        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.359      0.347      0.279      0.182

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    242/300       2.9G      1.804      2.477      2.047      1.805       3.03      1.903          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198       0.38      0.351      0.286      0.188

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    243/300       2.9G      1.748      2.426      1.992      1.707      2.944      1.848         13        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.368      0.365      0.292      0.193

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    244/300       2.9G      1.788      2.465      2.027      1.751      3.006      1.885         10        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.374      0.365      0.298      0.193

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    245/300       2.9G      1.778      2.491      1.994      1.719      3.012      1.887          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.343      0.357       0.31      0.201

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    246/300       2.9G      1.757      2.346      2.016      1.719      2.899      1.881          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.333      0.355      0.311      0.202

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    247/300       2.9G      1.813      2.526      1.991      1.709       3.07      1.838          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198       0.31      0.366      0.313      0.201

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    248/300       2.9G       1.74      2.468      1.991      1.725      3.012      1.837          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.307       0.37      0.306      0.193

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    249/300       2.9G       1.75      2.398      1.975      1.761      2.892      1.867          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.325      0.365      0.314      0.198

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    250/300       2.9G      1.732      2.387      1.973      1.708      2.841      1.844          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.329      0.349      0.292      0.183

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    251/300      2.91G       1.66      2.344      1.939      1.631      2.872      1.806         11        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.315      0.335      0.286      0.175

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    252/300       2.9G      1.796      2.466      2.009      1.786      2.995      1.861         15        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.304      0.277      0.256      0.156

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    253/300      2.89G      1.782      2.447       2.05       1.67      2.934      1.853          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.273      0.329      0.304      0.191

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    254/300       2.9G       1.74      2.417      2.001      1.696      3.017       1.89          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.285       0.33      0.284       0.18

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    255/300       2.9G      1.834       2.47      2.061      1.843      2.972      1.948         15        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198       0.36      0.318      0.314      0.207

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    256/300       2.9G      1.731      2.366      1.962      1.682      2.897      1.832          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.355      0.338      0.334      0.216

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    257/300       2.9G      1.723      2.198      1.978       1.69      2.759      1.831          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.431      0.366      0.338      0.211

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    258/300       2.9G      1.777      2.403      2.015      1.743      2.877      1.879          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.474      0.318      0.335      0.213

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    259/300       2.9G      1.828      2.436      2.039      1.758      2.915      1.863          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.472      0.335      0.339      0.219

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    260/300       2.9G      1.714      2.264      1.955      1.722      2.796      1.858         16        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.364      0.377      0.347      0.226

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    261/300       2.9G      1.787      2.374      1.969      1.785      2.881      1.851          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.418      0.341      0.338      0.219

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    262/300       2.9G      1.706      2.255      2.001      1.625      2.745      1.829         15        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.367      0.332      0.324      0.208

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    263/300       2.9G      1.786      2.422      2.002      1.774      2.924      1.903         23        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.319      0.327      0.322      0.206

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    264/300       2.9G      1.725      2.349      1.952      1.699      2.841      1.838          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198       0.35       0.32      0.323      0.212

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    265/300       2.9G      1.753      2.366      2.037      1.729      2.883      1.937         12        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198       0.31      0.347      0.329      0.214

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    266/300       2.9G      1.683      2.282      1.951      1.688      2.729      1.858          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.515      0.336       0.31        0.2

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    267/300       2.9G      1.747      2.275      2.028      1.742      2.765      1.927          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198       0.28      0.306      0.295      0.195

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    268/300       2.9G      1.627      2.214      1.899      1.665      2.752      1.825         11        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.342      0.285      0.292      0.195

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    269/300       2.9G      1.692      2.343      1.941      1.728      2.788       1.84         17        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.335      0.325       0.32      0.214

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    270/300       2.9G       1.75      2.348      2.012        1.7      2.888      1.885          9        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.376      0.349      0.315      0.207

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    271/300       2.9G      1.698       2.31      1.989      1.635      2.834      1.881          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.344      0.351      0.316      0.206

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    272/300       2.9G      1.751      2.338      2.007      1.743      2.885      1.885          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.356      0.348      0.326      0.211

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    273/300       2.9G      1.678      2.179      1.931      1.642      2.635       1.83          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.403      0.359      0.319      0.209

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    274/300       2.9G      1.673      2.253       1.92      1.643      2.845      1.809          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.348      0.344       0.31      0.203

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    275/300       2.9G      1.689      2.355      1.929       1.67       2.76      1.834         12        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.402      0.338      0.324      0.215

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    276/300       2.9G      1.752       2.44      1.994      1.741      2.861       1.87         12        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.376      0.329      0.321      0.217

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    277/300       2.9G      1.739      2.288      1.992      1.727      2.778      1.873          9        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.378      0.335      0.333      0.224

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    278/300       2.9G      1.612      2.224      1.874      1.635      2.682      1.798         12        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.386      0.338      0.331      0.216

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    279/300       2.9G      1.543      2.072      1.852      1.537      2.488      1.776          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.416      0.343       0.33      0.224

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    280/300       2.9G      1.586       2.21      1.846      1.617      2.644      1.765          9        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.336      0.337      0.329      0.223

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    281/300       2.9G      1.678      2.189      1.903      1.708      2.665       1.81         10        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.369      0.389      0.335      0.226

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    282/300       2.9G      1.621      2.133      1.885        1.6      2.568      1.767          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.364      0.392      0.348      0.234

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    283/300       2.9G        1.6      2.232      1.904      1.571       2.65      1.814          9        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.387      0.404      0.346      0.233

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    284/300       2.9G      1.598      2.069       1.87      1.661      2.579        1.8          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198       0.36      0.421      0.364      0.241

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    285/300       2.9G      1.698      2.164      1.951      1.683      2.682       1.79          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.361      0.442      0.384      0.257

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    286/300       2.9G      1.548      2.134       1.81      1.559      2.579      1.716          9        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.405      0.446      0.393       0.26

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    287/300       2.9G      1.705      2.118      1.967       1.62      2.599      1.809          9        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.424       0.48      0.402      0.268

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    288/300       2.9G      1.624      2.155      1.935      1.619      2.662      1.815         15        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.429      0.485      0.406      0.273

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    289/300      2.89G      1.682       2.16      1.923      1.723       2.62      1.809          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.414      0.457      0.411      0.279

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    290/300       2.9G      1.566      2.101      1.862      1.579      2.632      1.761          9        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.417      0.437      0.404      0.274

Closing dataloader mosaic

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    291/300       2.9G      1.444      2.085      1.842       1.57      2.598      1.834          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.368      0.439      0.409      0.273

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    292/300      2.89G      1.507      2.187      1.916      1.512      2.659      1.809          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.373      0.474      0.391       0.26

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    293/300       2.9G      1.464      2.051      1.815      1.494      2.472       1.74          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.358      0.437      0.391      0.258

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    294/300       2.9G      1.515      2.067      1.876      1.586      2.528      1.817          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.385      0.436      0.384      0.257

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    295/300       2.9G      1.424      1.968      1.863      1.538      2.327      1.845          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.365      0.446      0.384      0.257

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    296/300       2.9G      1.554      2.101        1.9      1.533      2.628      1.827         13        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.379      0.444      0.381      0.261

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    297/300       2.9G      1.481      2.003      1.866      1.522      2.378      1.819          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.408      0.448      0.391      0.268

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    298/300       2.9G      1.475      1.831      1.831      1.505      2.245      1.757          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.411      0.453      0.384      0.262

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    299/300       2.9G      1.475      1.959      1.824      1.497      2.363      1.823          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198      0.428      0.439      0.384      0.267

      Epoch    GPU_mem     box_om     cls_om     dfl_om     box_oo     cls_oo     dfl_oo  Instances       Size
    300/300       2.9G      1.426      1.963      1.836      1.478      2.407      1.773          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:59<00:00,  1.61s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:09<00:00,  1.94it/s]
                   all        147        198       0.45      0.448      0.393      0.279

300 epochs completed in 5.851 hours.
Optimizer stripped from runs/train/galapagos_yolov10m_300e_aug2/weights/last.pt, 33.5MB
Optimizer stripped from runs/train/galapagos_yolov10m_300e_aug2/weights/best.pt, 33.5MB

Validating runs/train/galapagos_yolov10m_300e_aug2/weights/best.pt...
Ultralytics YOLOv8.1.34 πŸš€ Python-3.11.13 torch-2.1.2+cu121 CUDA:0 (Quadro P1000, 4032MiB)
YOLOv10m summary (fused): 369 layers, 16456174 parameters, 0 gradients, 63.4 GFLOPs
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 19/19 [00:20<00:00,  1.06s/it]
                   all        147        198      0.306       0.49      0.381      0.272
                iguana        147         62       0.31      0.458       0.34      0.207
           lobo_marino        147         29      0.398      0.228      0.285       0.18
              pelΓ­cano        147         38      0.226      0.684      0.391      0.294
              pingΓΌino        147         30      0.286      0.133      0.205      0.121
               tortuga        147         39      0.308      0.949      0.684      0.557
Speed: 0.4ms preprocess, 135.3ms inference, 0.0ms loss, 0.1ms postprocess per image
Results saved to runs/train/galapagos_yolov10m_300e_aug2
InΒ [6]:
!pip install --upgrade ultralytics
Requirement already satisfied: ultralytics in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (8.1.34)
Collecting ultralytics
  Downloading ultralytics-8.3.171-py3-none-any.whl.metadata (37 kB)
Requirement already satisfied: numpy>=1.23.0 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from ultralytics) (1.26.4)
Requirement already satisfied: matplotlib>=3.3.0 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from ultralytics) (3.10.3)
Requirement already satisfied: opencv-python>=4.6.0 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from ultralytics) (4.12.0.88)
Requirement already satisfied: pillow>=7.1.2 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from ultralytics) (11.3.0)
Requirement already satisfied: pyyaml>=5.3.1 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from ultralytics) (6.0.2)
Requirement already satisfied: requests>=2.23.0 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from ultralytics) (2.32.4)
Requirement already satisfied: scipy>=1.4.1 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from ultralytics) (1.11.4)
Requirement already satisfied: torch>=1.8.0 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from ultralytics) (2.1.2)
Requirement already satisfied: torchvision>=0.9.0 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from ultralytics) (0.16.2)
Requirement already satisfied: tqdm>=4.64.0 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from ultralytics) (4.67.1)
Requirement already satisfied: psutil in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from ultralytics) (7.0.0)
Requirement already satisfied: py-cpuinfo in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from ultralytics) (9.0.0)
Requirement already satisfied: pandas>=1.1.4 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from ultralytics) (2.3.1)
Collecting ultralytics-thop>=2.0.0 (from ultralytics)
  Using cached ultralytics_thop-2.0.14-py3-none-any.whl.metadata (9.4 kB)
Requirement already satisfied: contourpy>=1.0.1 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from matplotlib>=3.3.0->ultralytics) (1.3.3)
Requirement already satisfied: cycler>=0.10 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from matplotlib>=3.3.0->ultralytics) (0.12.1)
Requirement already satisfied: fonttools>=4.22.0 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from matplotlib>=3.3.0->ultralytics) (4.59.0)
Requirement already satisfied: kiwisolver>=1.3.1 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from matplotlib>=3.3.0->ultralytics) (1.4.8)
Requirement already satisfied: packaging>=20.0 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from matplotlib>=3.3.0->ultralytics) (25.0)
Requirement already satisfied: pyparsing>=2.3.1 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from matplotlib>=3.3.0->ultralytics) (3.2.3)
Requirement already satisfied: python-dateutil>=2.7 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from matplotlib>=3.3.0->ultralytics) (2.9.0.post0)
Collecting numpy>=1.23.0 (from ultralytics)
  Using cached numpy-2.2.6-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (62 kB)
Requirement already satisfied: pytz>=2020.1 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from pandas>=1.1.4->ultralytics) (2025.2)
Requirement already satisfied: tzdata>=2022.7 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from pandas>=1.1.4->ultralytics) (2025.2)
Requirement already satisfied: six>=1.5 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from python-dateutil>=2.7->matplotlib>=3.3.0->ultralytics) (1.17.0)
Requirement already satisfied: charset_normalizer<4,>=2 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from requests>=2.23.0->ultralytics) (3.4.2)
Requirement already satisfied: idna<4,>=2.5 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from requests>=2.23.0->ultralytics) (3.10)
Requirement already satisfied: urllib3<3,>=1.21.1 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from requests>=2.23.0->ultralytics) (2.5.0)
Requirement already satisfied: certifi>=2017.4.17 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from requests>=2.23.0->ultralytics) (2025.7.14)
INFO: pip is looking at multiple versions of scipy to determine which version is compatible with other requirements. This could take a while.
Collecting scipy>=1.4.1 (from ultralytics)
  Using cached scipy-1.16.1-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl.metadata (61 kB)
Requirement already satisfied: filelock in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from torch>=1.8.0->ultralytics) (3.18.0)
Requirement already satisfied: typing-extensions in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from torch>=1.8.0->ultralytics) (4.14.1)
Requirement already satisfied: sympy in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from torch>=1.8.0->ultralytics) (1.14.0)
Requirement already satisfied: networkx in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from torch>=1.8.0->ultralytics) (3.5)
Requirement already satisfied: jinja2 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from torch>=1.8.0->ultralytics) (3.1.6)
Requirement already satisfied: fsspec in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from torch>=1.8.0->ultralytics) (2025.7.0)
Requirement already satisfied: nvidia-cuda-nvrtc-cu12==12.1.105 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from torch>=1.8.0->ultralytics) (12.1.105)
Requirement already satisfied: nvidia-cuda-runtime-cu12==12.1.105 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from torch>=1.8.0->ultralytics) (12.1.105)
Requirement already satisfied: nvidia-cuda-cupti-cu12==12.1.105 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from torch>=1.8.0->ultralytics) (12.1.105)
Requirement already satisfied: nvidia-cudnn-cu12==8.9.2.26 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from torch>=1.8.0->ultralytics) (8.9.2.26)
Requirement already satisfied: nvidia-cublas-cu12==12.1.3.1 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from torch>=1.8.0->ultralytics) (12.1.3.1)
Requirement already satisfied: nvidia-cufft-cu12==11.0.2.54 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from torch>=1.8.0->ultralytics) (11.0.2.54)
Requirement already satisfied: nvidia-curand-cu12==10.3.2.106 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from torch>=1.8.0->ultralytics) (10.3.2.106)
Requirement already satisfied: nvidia-cusolver-cu12==11.4.5.107 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from torch>=1.8.0->ultralytics) (11.4.5.107)
Requirement already satisfied: nvidia-cusparse-cu12==12.1.0.106 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from torch>=1.8.0->ultralytics) (12.1.0.106)
Requirement already satisfied: nvidia-nccl-cu12==2.18.1 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from torch>=1.8.0->ultralytics) (2.18.1)
Requirement already satisfied: nvidia-nvtx-cu12==12.1.105 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from torch>=1.8.0->ultralytics) (12.1.105)
Requirement already satisfied: triton==2.1.0 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from torch>=1.8.0->ultralytics) (2.1.0)
Requirement already satisfied: nvidia-nvjitlink-cu12 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from nvidia-cusolver-cu12==11.4.5.107->torch>=1.8.0->ultralytics) (12.6.85)
Requirement already satisfied: MarkupSafe>=2.0 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from jinja2->torch>=1.8.0->ultralytics) (3.0.2)
Requirement already satisfied: mpmath<1.4,>=1.1.0 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from sympy->torch>=1.8.0->ultralytics) (1.3.0)
Downloading ultralytics-8.3.171-py3-none-any.whl (1.0 MB)
   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 1.0/1.0 MB 27.8 MB/s eta 0:00:00
Using cached numpy-2.2.6-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (16.8 MB)
Using cached scipy-1.16.1-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl (35.4 MB)
Using cached ultralytics_thop-2.0.14-py3-none-any.whl (26 kB)
Installing collected packages: numpy, scipy, ultralytics-thop, ultralytics
  Attempting uninstall: numpy
    Found existing installation: numpy 1.26.4
    Uninstalling numpy-1.26.4:
      Successfully uninstalled numpy-1.26.4
  Attempting uninstall: scipy━━━━━━━━━━━━━━━━━━━━━━━━━ 0/4 [numpy]
    Found existing installation: scipy 1.11.4━━━━━ 0/4 [numpy]
    Uninstalling scipy-1.11.4:━━━━━━━━━━━━━━━━━━━━ 0/4 [numpy]
      Successfully uninstalled scipy-1.11.4━━━━━━━ 0/4 [numpy]
  Attempting uninstall: ultralytics╺━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 1/4 [scipy]
    Found existing installation: ultralytics 8.1.34;5;237m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 1/4 [scipy]
    Uninstalling ultralytics-8.1.34:5;237m╺━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 1/4 [scipy]
      Successfully uninstalled ultralytics-8.1.3438;5;237m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 1/4 [scipy]
   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 4/4 [ultralytics][0m 3/4 [ultralytics]
Successfully installed numpy-2.2.6 scipy-1.16.1 ultralytics-8.3.171 ultralytics-thop-2.0.14
InΒ [1]:
import ultralytics
print(ultralytics.__version__)
A module that was compiled using NumPy 1.x cannot be run in
NumPy 2.2.6 as it may crash. To support both 1.x and 2.x
versions of NumPy, modules must be compiled with NumPy 2.0.
Some module may need to rebuild instead e.g. with 'pybind11>=2.12'.

If you are a user of the module, the easiest solution will be to
downgrade to 'numpy<2' or try to upgrade the affected module.
We expect that some modules will need time to support NumPy 2.

Traceback (most recent call last):  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/runpy.py", line 198, in _run_module_as_main
    return _run_code(code, main_globals, None,
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/runpy.py", line 88, in _run_code
    exec(code, run_globals)
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/ipykernel_launcher.py", line 18, in <module>
    app.launch_new_instance()
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/traitlets/config/application.py", line 1075, in launch_instance
    app.start()
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/ipykernel/kernelapp.py", line 739, in start
    self.io_loop.start()
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/tornado/platform/asyncio.py", line 211, in start
    self.asyncio_loop.run_forever()
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/asyncio/base_events.py", line 608, in run_forever
    self._run_once()
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/asyncio/base_events.py", line 1936, in _run_once
    handle._run()
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/asyncio/events.py", line 84, in _run
    self._context.run(self._callback, *self._args)
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/ipykernel/kernelbase.py", line 516, in dispatch_queue
    await self.process_one()
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/ipykernel/kernelbase.py", line 505, in process_one
    await dispatch(*args)
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/ipykernel/kernelbase.py", line 397, in dispatch_shell
    await result
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/ipykernel/ipkernel.py", line 368, in execute_request
    await super().execute_request(stream, ident, parent)
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/ipykernel/kernelbase.py", line 752, in execute_request
    reply_content = await reply_content
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/ipykernel/ipkernel.py", line 455, in do_execute
    res = shell.run_cell(
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/ipykernel/zmqshell.py", line 577, in run_cell
    return super().run_cell(*args, **kwargs)
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/IPython/core/interactiveshell.py", line 3116, in run_cell
    result = self._run_cell(
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/IPython/core/interactiveshell.py", line 3171, in _run_cell
    result = runner(coro)
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/IPython/core/async_helpers.py", line 128, in _pseudo_sync_runner
    coro.send(None)
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/IPython/core/interactiveshell.py", line 3394, in run_cell_async
    has_raised = await self.run_ast_nodes(code_ast.body, cell_name,
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/IPython/core/interactiveshell.py", line 3639, in run_ast_nodes
    if await self.run_code(code, result, async_=asy):
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/IPython/core/interactiveshell.py", line 3699, in run_code
    exec(code_obj, self.user_global_ns, self.user_ns)
  File "/tmp/ipykernel_75171/860101959.py", line 1, in <module>
    import ultralytics
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/ultralytics/__init__.py", line 11, in <module>
    from ultralytics.models import NAS, RTDETR, SAM, YOLO, YOLOE, FastSAM, YOLOWorld
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/ultralytics/models/__init__.py", line 3, in <module>
    from .fastsam import FastSAM
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/ultralytics/models/fastsam/__init__.py", line 3, in <module>
    from .model import FastSAM
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/ultralytics/models/fastsam/model.py", line 6, in <module>
    from ultralytics.engine.model import Model
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/ultralytics/engine/model.py", line 8, in <module>
    import torch
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/torch/__init__.py", line 1382, in <module>
    from .functional import *  # noqa: F403
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/torch/functional.py", line 7, in <module>
    import torch.nn.functional as F
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/torch/nn/__init__.py", line 1, in <module>
    from .modules import *  # noqa: F403
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/torch/nn/modules/__init__.py", line 35, in <module>
    from .transformer import TransformerEncoder, TransformerDecoder, \
  File "/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/torch/nn/modules/transformer.py", line 20, in <module>
    device: torch.device = torch.device(torch._C._get_default_device()),  # torch.device('cpu'),
/home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages/torch/nn/modules/transformer.py:20: UserWarning: Failed to initialize NumPy: _ARRAY_API not found (Triggered internally at ../torch/csrc/utils/tensor_numpy.cpp:84.)
  device: torch.device = torch.device(torch._C._get_default_device()),  # torch.device('cpu'),
8.3.171
InΒ [8]:
!pip install --upgrade ultralytics
Requirement already satisfied: ultralytics in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (8.3.171)
Requirement already satisfied: numpy>=1.23.0 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from ultralytics) (2.2.6)
Requirement already satisfied: matplotlib>=3.3.0 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from ultralytics) (3.10.3)
Requirement already satisfied: opencv-python>=4.6.0 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from ultralytics) (4.12.0.88)
Requirement already satisfied: pillow>=7.1.2 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from ultralytics) (11.3.0)
Requirement already satisfied: pyyaml>=5.3.1 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from ultralytics) (6.0.2)
Requirement already satisfied: requests>=2.23.0 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from ultralytics) (2.32.4)
Requirement already satisfied: scipy>=1.4.1 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from ultralytics) (1.16.1)
Requirement already satisfied: torch>=1.8.0 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from ultralytics) (2.1.2)
Requirement already satisfied: torchvision>=0.9.0 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from ultralytics) (0.16.2)
Requirement already satisfied: tqdm>=4.64.0 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from ultralytics) (4.67.1)
Requirement already satisfied: psutil in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from ultralytics) (7.0.0)
Requirement already satisfied: py-cpuinfo in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from ultralytics) (9.0.0)
Requirement already satisfied: pandas>=1.1.4 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from ultralytics) (2.3.1)
Requirement already satisfied: ultralytics-thop>=2.0.0 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from ultralytics) (2.0.14)
Requirement already satisfied: contourpy>=1.0.1 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from matplotlib>=3.3.0->ultralytics) (1.3.3)
Requirement already satisfied: cycler>=0.10 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from matplotlib>=3.3.0->ultralytics) (0.12.1)
Requirement already satisfied: fonttools>=4.22.0 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from matplotlib>=3.3.0->ultralytics) (4.59.0)
Requirement already satisfied: kiwisolver>=1.3.1 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from matplotlib>=3.3.0->ultralytics) (1.4.8)
Requirement already satisfied: packaging>=20.0 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from matplotlib>=3.3.0->ultralytics) (25.0)
Requirement already satisfied: pyparsing>=2.3.1 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from matplotlib>=3.3.0->ultralytics) (3.2.3)
Requirement already satisfied: python-dateutil>=2.7 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from matplotlib>=3.3.0->ultralytics) (2.9.0.post0)
Requirement already satisfied: pytz>=2020.1 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from pandas>=1.1.4->ultralytics) (2025.2)
Requirement already satisfied: tzdata>=2022.7 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from pandas>=1.1.4->ultralytics) (2025.2)
Requirement already satisfied: six>=1.5 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from python-dateutil>=2.7->matplotlib>=3.3.0->ultralytics) (1.17.0)
Requirement already satisfied: charset_normalizer<4,>=2 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from requests>=2.23.0->ultralytics) (3.4.2)
Requirement already satisfied: idna<4,>=2.5 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from requests>=2.23.0->ultralytics) (3.10)
Requirement already satisfied: urllib3<3,>=1.21.1 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from requests>=2.23.0->ultralytics) (2.5.0)
Requirement already satisfied: certifi>=2017.4.17 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from requests>=2.23.0->ultralytics) (2025.7.14)
Requirement already satisfied: filelock in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from torch>=1.8.0->ultralytics) (3.18.0)
Requirement already satisfied: typing-extensions in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from torch>=1.8.0->ultralytics) (4.14.1)
Requirement already satisfied: sympy in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from torch>=1.8.0->ultralytics) (1.14.0)
Requirement already satisfied: networkx in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from torch>=1.8.0->ultralytics) (3.5)
Requirement already satisfied: jinja2 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from torch>=1.8.0->ultralytics) (3.1.6)
Requirement already satisfied: fsspec in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from torch>=1.8.0->ultralytics) (2025.7.0)
Requirement already satisfied: nvidia-cuda-nvrtc-cu12==12.1.105 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from torch>=1.8.0->ultralytics) (12.1.105)
Requirement already satisfied: nvidia-cuda-runtime-cu12==12.1.105 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from torch>=1.8.0->ultralytics) (12.1.105)
Requirement already satisfied: nvidia-cuda-cupti-cu12==12.1.105 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from torch>=1.8.0->ultralytics) (12.1.105)
Requirement already satisfied: nvidia-cudnn-cu12==8.9.2.26 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from torch>=1.8.0->ultralytics) (8.9.2.26)
Requirement already satisfied: nvidia-cublas-cu12==12.1.3.1 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from torch>=1.8.0->ultralytics) (12.1.3.1)
Requirement already satisfied: nvidia-cufft-cu12==11.0.2.54 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from torch>=1.8.0->ultralytics) (11.0.2.54)
Requirement already satisfied: nvidia-curand-cu12==10.3.2.106 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from torch>=1.8.0->ultralytics) (10.3.2.106)
Requirement already satisfied: nvidia-cusolver-cu12==11.4.5.107 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from torch>=1.8.0->ultralytics) (11.4.5.107)
Requirement already satisfied: nvidia-cusparse-cu12==12.1.0.106 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from torch>=1.8.0->ultralytics) (12.1.0.106)
Requirement already satisfied: nvidia-nccl-cu12==2.18.1 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from torch>=1.8.0->ultralytics) (2.18.1)
Requirement already satisfied: nvidia-nvtx-cu12==12.1.105 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from torch>=1.8.0->ultralytics) (12.1.105)
Requirement already satisfied: triton==2.1.0 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from torch>=1.8.0->ultralytics) (2.1.0)
Requirement already satisfied: nvidia-nvjitlink-cu12 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from nvidia-cusolver-cu12==11.4.5.107->torch>=1.8.0->ultralytics) (12.6.85)
Requirement already satisfied: MarkupSafe>=2.0 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from jinja2->torch>=1.8.0->ultralytics) (3.0.2)
Requirement already satisfied: mpmath<1.4,>=1.1.0 in /home/jdominguez/anaconda3/envs/yolov8-galapagos/lib/python3.11/site-packages (from sympy->torch>=1.8.0->ultralytics) (1.3.0)
InΒ [2]:
!pip uninstall -y numpy
!pip install numpy==2.2.0 opencv-python==4.12.0.88 --force-reinstall --no-cache-dir
Found existing installation: numpy 2.2.0
Uninstalling numpy-2.2.0:
  Successfully uninstalled numpy-2.2.0
Collecting numpy==2.2.0
  Downloading numpy-2.2.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (62 kB)
Collecting opencv-python==4.12.0.88
  Downloading opencv_python-4.12.0.88-cp37-abi3-manylinux2014_x86_64.manylinux_2_17_x86_64.whl.metadata (19 kB)
Downloading numpy-2.2.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (16.4 MB)
   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 16.4/16.4 MB 76.3 MB/s eta 0:00:0031m75.8 MB/s eta 0:00:01
Downloading opencv_python-4.12.0.88-cp37-abi3-manylinux2014_x86_64.manylinux_2_17_x86_64.whl (67.0 MB)
   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 67.0/67.0 MB 37.8 MB/s eta 0:00:00 MB/s eta 0:00:01:01
Installing collected packages: numpy, opencv-python
  Attempting uninstall: opencv-python━━━━━━━━━━━━━━━━━ 0/2 [numpy]
    Found existing installation: opencv-python 4.12.0.88[32m0/2 [numpy]
    Uninstalling opencv-python-4.12.0.88:━━━━━━━━━ 0/2 [numpy]
      Successfully uninstalled opencv-python-4.12.0.88 0/2 [numpy]
   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 2/2 [opencv-python]m 1/2 [opencv-python]
Successfully installed numpy-2.2.0 opencv-python-4.12.0.88
InΒ [1]:
import numpy as np
import torch
print("NumPy:", np.__version__)
print("Torch:", torch.__version__)
NumPy: 2.2.6
Torch: 2.7.1+cu118
InΒ [3]:
import torch
torch.cuda.empty_cache()
InΒ [5]:
from ultralytics import YOLO

model = YOLO("yolo11l.pt")

model.train(
    data="dataset.yaml",
    epochs=300,
    imgsz=640,
    batch=1,                 # CPU tiene menos RAM, mejor con batch pequeΓ±o
    device="cpu",            # βœ… fuerza el uso de CPU
    name="galapagos_yolo11l_cpu",
    optimizer="auto",
    lr0=0.01,
    momentum=0.937,
    weight_decay=0.001,
    patience=50,
    seed=42,
    amp=False
)
Ultralytics 8.3.171 πŸš€ Python-3.11.13 torch-2.7.1+cu118 CPU (Intel Xeon E-2246G 3.60GHz)
engine/trainer: agnostic_nms=False, amp=False, augment=False, auto_augment=randaugment, batch=1, bgr=0.0, box=7.5, cache=False, cfg=None, classes=None, close_mosaic=10, cls=0.5, conf=None, copy_paste=0.0, copy_paste_mode=flip, cos_lr=False, cutmix=0.0, data=dataset.yaml, degrees=0.0, deterministic=True, device=cpu, dfl=1.5, dnn=False, dropout=0.0, dynamic=False, embed=None, epochs=300, erasing=0.4, exist_ok=False, fliplr=0.5, flipud=0.0, format=torchscript, fraction=1.0, freeze=None, half=False, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, imgsz=640, int8=False, iou=0.7, keras=False, kobj=1.0, line_width=None, lr0=0.01, lrf=0.01, mask_ratio=4, max_det=300, mixup=0.0, mode=train, model=yolo11l.pt, momentum=0.937, mosaic=1.0, multi_scale=False, name=galapagos_yolo11l_cpu, nbs=64, nms=False, opset=None, optimize=False, optimizer=auto, overlap_mask=True, patience=50, perspective=0.0, plots=True, pose=12.0, pretrained=True, profile=False, project=None, rect=False, resume=False, retina_masks=False, save=True, save_conf=False, save_crop=False, save_dir=runs/detect/galapagos_yolo11l_cpu, save_frames=False, save_json=False, save_period=-1, save_txt=False, scale=0.5, seed=42, shear=0.0, show=False, show_boxes=True, show_conf=True, show_labels=True, simplify=True, single_cls=False, source=None, split=val, stream_buffer=False, task=detect, time=None, tracker=botsort.yaml, translate=0.1, val=True, verbose=True, vid_stride=1, visualize=False, warmup_bias_lr=0.1, warmup_epochs=3.0, warmup_momentum=0.8, weight_decay=0.001, workers=8, workspace=None
Overriding model.yaml nc=80 with nc=5

                   from  n    params  module                                       arguments                     
  0                  -1  1      1856  ultralytics.nn.modules.conv.Conv             [3, 64, 3, 2]                 
  1                  -1  1     73984  ultralytics.nn.modules.conv.Conv             [64, 128, 3, 2]               
  2                  -1  2    173824  ultralytics.nn.modules.block.C3k2            [128, 256, 2, True, 0.25]     
  3                  -1  1    590336  ultralytics.nn.modules.conv.Conv             [256, 256, 3, 2]              
  4                  -1  2    691712  ultralytics.nn.modules.block.C3k2            [256, 512, 2, True, 0.25]     
  5                  -1  1   2360320  ultralytics.nn.modules.conv.Conv             [512, 512, 3, 2]              
  6                  -1  2   2234368  ultralytics.nn.modules.block.C3k2            [512, 512, 2, True]           
  7                  -1  1   2360320  ultralytics.nn.modules.conv.Conv             [512, 512, 3, 2]              
  8                  -1  2   2234368  ultralytics.nn.modules.block.C3k2            [512, 512, 2, True]           
  9                  -1  1    656896  ultralytics.nn.modules.block.SPPF            [512, 512, 5]                 
 10                  -1  2   1455616  ultralytics.nn.modules.block.C2PSA           [512, 512, 2]                 
 11                  -1  1         0  torch.nn.modules.upsampling.Upsample         [None, 2, 'nearest']          
 12             [-1, 6]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           
 13                  -1  2   2496512  ultralytics.nn.modules.block.C3k2            [1024, 512, 2, True]          
 14                  -1  1         0  torch.nn.modules.upsampling.Upsample         [None, 2, 'nearest']          
 15             [-1, 4]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           
 16                  -1  2    756736  ultralytics.nn.modules.block.C3k2            [1024, 256, 2, True]          
 17                  -1  1    590336  ultralytics.nn.modules.conv.Conv             [256, 256, 3, 2]              
 18            [-1, 13]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           
 19                  -1  2   2365440  ultralytics.nn.modules.block.C3k2            [768, 512, 2, True]           
 20                  -1  1   2360320  ultralytics.nn.modules.conv.Conv             [512, 512, 3, 2]              
 21            [-1, 10]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           
 22                  -1  2   2496512  ultralytics.nn.modules.block.C3k2            [1024, 512, 2, True]          
 23        [16, 19, 22]  1   1414879  ultralytics.nn.modules.head.Detect           [5, [256, 512, 512]]          
YOLO11l summary: 357 layers, 25,314,335 parameters, 25,314,319 gradients, 87.3 GFLOPs

Transferred 1009/1015 items from pretrained weights
Freezing layer 'model.23.dfl.conv.weight'
train: Fast image access βœ… (ping: 0.0Β±0.0 ms, read: 7609.2Β±1463.1 MB/s, size: 2661.5 KB)
train: Scanning /home/jdominguez/Documentos/Cuadernos/PaulVisionDCC/dataset_final_yolo/dataset_final_yolo/obj_train_data.cache... 148 images, 14 backgrounds, 1 corrupt: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 148/148 [00:00<?, ?it/s]
train: WARNING ⚠️ /home/jdominguez/Documentos/Cuadernos/PaulVisionDCC/dataset_final_yolo/dataset_final_yolo/obj_train_data/Zalophus_wollebaeki_9.jpg: ignoring corrupt image/label: could not convert string to float: '0.551530g'
val: Fast image access βœ… (ping: 0.0Β±0.0 ms, read: 3169.7Β±1413.0 MB/s, size: 2935.6 KB)
val: Scanning /home/jdominguez/Documentos/Cuadernos/PaulVisionDCC/dataset_final_yolo/dataset_final_yolo/obj_train_data.cache... 148 images, 14 backgrounds, 1 corrupt: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 148/148 [00:00<?, ?it/s]
train: WARNING ⚠️ /home/jdominguez/Documentos/Cuadernos/PaulVisionDCC/dataset_final_yolo/dataset_final_yolo/obj_train_data/Zalophus_wollebaeki_9.jpg: ignoring corrupt image/label: could not convert string to float: '0.551530g'
Plotting labels to runs/detect/galapagos_yolo11l_cpu/labels.jpg... 

optimizer: 'optimizer=auto' found, ignoring 'lr0=0.01' and 'momentum=0.937' and determining best 'optimizer', 'lr0' and 'momentum' automatically... 
optimizer: AdamW(lr=0.001111, momentum=0.9) with parameter groups 167 weight(decay=0.0), 174 weight(decay=0.001), 173 bias(decay=0.0)
Image sizes 640 train, 640 val
Using 0 dataloader workers
Logging results to runs/detect/galapagos_yolo11l_cpu
Starting training for 300 epochs...

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      1/300         0G      1.425      4.491      1.752          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:20<00:00,  1.36s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.44it/s]
                   all        147        198     0.0304      0.096     0.0172    0.00818

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      2/300         0G      1.899      4.013      2.036          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.44it/s]
                   all        147        198      0.638     0.0205       0.03     0.0125

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      3/300         0G      2.165      3.933      2.354          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:20<00:00,  1.36s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.43it/s]
                   all        147        198    0.00563      0.319    0.00504    0.00171

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      4/300         0G      2.133      3.818      2.273          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:52<00:00,  1.41it/s]
                   all        147        198    0.00531      0.282    0.00372    0.00128

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      5/300         0G      2.379      3.977      2.473          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:52<00:00,  1.42it/s]
                   all        147        198    0.00456     0.0874    0.00421    0.00117

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      6/300         0G       2.51      3.956      2.664          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.44it/s]
                   all        147        198       0.21     0.0733    0.00779    0.00215

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      7/300         0G      2.319      3.853      2.478          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:53<00:00,  1.38it/s]
                   all        147        198    0.00198      0.419    0.00236   0.000849

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      8/300         0G       2.35      3.827      2.517          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:20<00:00,  1.37s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:54<00:00,  1.36it/s]
                   all        147        198      0.404     0.0826    0.00426    0.00118

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      9/300         0G      2.303      3.703      2.482          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:57<00:00,  1.28it/s]
                   all        147        198      0.001      0.275   0.000981   0.000305

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     10/300         0G      2.204      3.646      2.379          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.806     0.0513    0.00985    0.00353

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     11/300         0G      2.305      3.699      2.409          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:16<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.45it/s]
                   all        147        198      0.452      0.127      0.028    0.00973

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     12/300         0G      2.209      3.528      2.398          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.45it/s]
                   all        147        198    0.00717      0.142    0.00579    0.00194

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     13/300         0G      2.354      3.698      2.477          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198     0.0113      0.189     0.0118    0.00397

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     14/300         0G      2.196      3.573      2.371          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.43it/s]
                   all        147        198      0.212      0.113      0.012    0.00401

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     15/300         0G      2.256      3.604      2.323          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:52<00:00,  1.40it/s]
                   all        147        198      0.424     0.0564      0.025    0.00962

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     16/300         0G      2.034       3.38      2.205          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:16<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:52<00:00,  1.41it/s]
                   all        147        198      0.013      0.203    0.00551    0.00185

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     17/300         0G      2.064      3.538      2.249          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:53<00:00,  1.40it/s]
                   all        147        198    0.00724       0.49    0.00917    0.00325

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     18/300         0G      1.978      3.533      2.197          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:52<00:00,  1.41it/s]
                   all        147        198      0.635     0.0822     0.0335     0.0161

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     19/300         0G      2.033      3.376      2.226          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:53<00:00,  1.40it/s]
                   all        147        198      0.666     0.0564     0.0731      0.032

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     20/300         0G      1.912      3.287      2.084          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.45it/s]
                   all        147        198      0.665     0.0775     0.0549      0.026

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     21/300         0G       1.98      3.412      2.168          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.45it/s]
                   all        147        198       0.67     0.0615     0.0853     0.0424

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     22/300         0G      2.016      3.307      2.124          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:16<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.45it/s]
                   all        147        198       0.23      0.151     0.0398     0.0148

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     23/300         0G      2.021      3.339      2.141          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.45it/s]
                   all        147        198      0.259      0.211     0.0737     0.0293

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     24/300         0G      2.004      3.301       2.21          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.44it/s]
                   all        147        198      0.278      0.163      0.107     0.0523

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     25/300         0G      1.979      3.301      2.155          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.45it/s]
                   all        147        198      0.713     0.0822     0.0979     0.0497

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     26/300         0G      2.005      3.294      2.217          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:19<00:00,  1.36s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:52<00:00,  1.40it/s]
                   all        147        198      0.452      0.208     0.0774     0.0364

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     27/300         0G      1.944      3.202      2.181          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.282      0.212     0.0993     0.0504

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     28/300         0G      1.926       3.15      2.065          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.44it/s]
                   all        147        198      0.231      0.255      0.136     0.0629

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     29/300         0G      1.908      3.102      2.064          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.45it/s]
                   all        147        198      0.559      0.183       0.15     0.0753

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     30/300         0G      1.912      3.106      2.061          9        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:19<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:53<00:00,  1.39it/s]
                   all        147        198      0.297      0.276      0.161     0.0889

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     31/300         0G      1.758      2.998      1.982          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.45it/s]
                   all        147        198      0.915      0.113      0.176     0.0953

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     32/300         0G      1.782      3.029      1.991          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.44it/s]
                   all        147        198      0.118      0.333      0.162     0.0867

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     33/300         0G      1.815      3.146      2.038          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.45it/s]
                   all        147        198      0.748      0.166      0.168     0.0869

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     34/300         0G        1.8      2.966      1.999          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:19<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.733      0.181      0.164     0.0895

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     35/300         0G      1.816      3.016      2.008          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:52<00:00,  1.41it/s]
                   all        147        198      0.629      0.144      0.151     0.0879

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     36/300         0G      1.723      2.967      1.911          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.44it/s]
                   all        147        198      0.821      0.093      0.155     0.0865

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     37/300         0G      1.737      2.896      1.949          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.45it/s]
                   all        147        198       0.91      0.118      0.172     0.0935

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     38/300         0G      1.803      3.032      2.004          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.44it/s]
                   all        147        198      0.941     0.0821      0.171     0.0965

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     39/300         0G      1.728      2.938      1.902         10        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.45it/s]
                   all        147        198      0.215      0.206      0.183      0.103

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     40/300         0G      1.745      2.977      1.956          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:19<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.564      0.127      0.169     0.0924

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     41/300         0G      1.758      2.929      1.947          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.44it/s]
                   all        147        198      0.291      0.369      0.199        0.1

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     42/300         0G      1.719      2.848      1.922          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:19<00:00,  1.36s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.44it/s]
                   all        147        198      0.442      0.158      0.218      0.122

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     43/300         0G      1.681      2.868      1.885          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:16<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.45it/s]
                   all        147        198      0.431      0.285      0.219      0.123

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     44/300         0G      1.729      2.879      1.964          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.421        0.3      0.237      0.128

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     45/300         0G      1.791      2.871      2.002          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:20<00:00,  1.36s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.44it/s]
                   all        147        198      0.447      0.183       0.21      0.115

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     46/300         0G      1.729      2.901      1.951          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:19<00:00,  1.36s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.44it/s]
                   all        147        198      0.212      0.256      0.193      0.102

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     47/300         0G       1.78      2.847      1.932          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.45it/s]
                   all        147        198      0.169      0.298      0.164     0.0935

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     48/300         0G        1.6      2.662       1.82          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:16<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.214      0.251      0.156     0.0874

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     49/300         0G      1.673      2.783      1.878          8        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:16<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.245      0.224      0.201       0.11

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     50/300         0G      1.622      2.709      1.867          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.236      0.235      0.218      0.126

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     51/300         0G      1.672      2.671      1.874          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.45it/s]
                   all        147        198      0.233      0.417       0.27      0.155

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     52/300         0G      1.615      2.603      1.854          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:16<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198       0.26      0.358      0.292      0.166

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     53/300         0G      1.619      2.684      1.879          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:15<00:00,  1.33s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.278      0.342      0.267      0.161

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     54/300         0G      1.605      2.692      1.802          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:16<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.304      0.404      0.279      0.164

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     55/300         0G       1.58      2.553      1.877          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.363      0.182      0.202      0.122

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     56/300         0G      1.591      2.618      1.865          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.827      0.165      0.244      0.151

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     57/300         0G      1.556      2.626      1.809          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.364      0.374      0.304      0.172

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     58/300         0G      1.552      2.454      1.807          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.44it/s]
                   all        147        198      0.328      0.351      0.297      0.182

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     59/300         0G      1.615      2.604      1.808          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.542      0.268      0.288      0.175

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     60/300         0G      1.552      2.525      1.792          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.43it/s]
                   all        147        198      0.538      0.388      0.362      0.208

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     61/300         0G      1.418      2.523      1.738          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:16<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.45it/s]
                   all        147        198      0.381      0.365      0.349      0.202

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     62/300         0G      1.534      2.559      1.786         13        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:53<00:00,  1.38it/s]
                   all        147        198      0.565      0.277      0.354       0.22

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     63/300         0G      1.537      2.577      1.804          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.44it/s]
                   all        147        198      0.553      0.322      0.356       0.21

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     64/300         0G       1.53      2.448      1.816          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.45it/s]
                   all        147        198      0.699      0.349      0.344      0.208

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     65/300         0G      1.451      2.454      1.738          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:52<00:00,  1.41it/s]
                   all        147        198      0.529      0.327      0.316      0.184

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     66/300         0G      1.567      2.554      1.838          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:20<00:00,  1.36s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.43it/s]
                   all        147        198      0.727      0.299      0.313       0.18

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     67/300         0G      1.547      2.441        1.8          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:19<00:00,  1.36s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.45it/s]
                   all        147        198      0.582      0.323      0.388      0.217

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     68/300         0G      1.527      2.488       1.72          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:19<00:00,  1.36s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:52<00:00,  1.42it/s]
                   all        147        198      0.507      0.275       0.35      0.193

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     69/300         0G       1.45      2.353      1.701          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.393      0.218       0.26      0.155

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     70/300         0G      1.535      2.412      1.777          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:52<00:00,  1.41it/s]
                   all        147        198      0.398      0.219      0.315      0.188

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     71/300         0G      1.488      2.442      1.744          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:19<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:49<00:00,  1.49it/s]
                   all        147        198      0.337      0.514      0.406      0.247

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     72/300         0G        1.5      2.448      1.699          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.444      0.452      0.429      0.265

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     73/300         0G      1.525      2.337      1.788          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:19<00:00,  1.36s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.45it/s]
                   all        147        198       0.42      0.468      0.461      0.275

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     74/300         0G      1.468       2.28      1.767          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.411       0.38      0.409       0.25

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     75/300         0G      1.587      2.424      1.798          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.452      0.342      0.387      0.224

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     76/300         0G      1.477      2.349      1.781          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:16<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.429      0.346      0.334      0.184

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     77/300         0G      1.466      2.245      1.712          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:16<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.48it/s]
                   all        147        198      0.391      0.411      0.381       0.23

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     78/300         0G      1.439      2.283      1.721          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.42it/s]
                   all        147        198      0.384      0.467      0.338      0.203

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     79/300         0G      1.497      2.363      1.753          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:52<00:00,  1.42it/s]
                   all        147        198      0.207      0.444       0.32      0.194

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     80/300         0G      1.433      2.335      1.726          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.478      0.382      0.368      0.215

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     81/300         0G      1.472      2.328      1.754          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:16<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.545      0.338      0.369      0.206

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     82/300         0G       1.45      2.148      1.758          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.48it/s]
                   all        147        198      0.532      0.394      0.424      0.258

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     83/300         0G      1.399      2.144      1.692          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.45it/s]
                   all        147        198      0.528      0.364      0.446      0.273

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     84/300         0G      1.417      2.168      1.693          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.337      0.541      0.428      0.268

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     85/300         0G      1.386      2.097      1.633          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.48it/s]
                   all        147        198      0.384      0.404      0.398      0.254

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     86/300         0G        1.4      2.115      1.669          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:16<00:00,  1.33s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.466      0.373        0.4      0.251

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     87/300         0G      1.425      2.206       1.68          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:16<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.396      0.497      0.426      0.274

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     88/300         0G      1.387      2.147      1.653          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.45it/s]
                   all        147        198      0.393      0.471      0.386      0.237

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     89/300         0G      1.432      2.118      1.757          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.44it/s]
                   all        147        198      0.447      0.272      0.286      0.152

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     90/300         0G      1.305      2.049      1.599          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.44it/s]
                   all        147        198      0.574      0.296      0.365      0.221

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     91/300         0G      1.375      2.146       1.71          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:15<00:00,  1.33s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.44it/s]
                   all        147        198      0.478      0.384      0.407      0.244

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     92/300         0G      1.382      2.094       1.69          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:16<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.409      0.363       0.38      0.231

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     93/300         0G      1.403      2.219      1.709          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.43it/s]
                   all        147        198      0.431      0.446      0.418      0.262

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     94/300         0G      1.383      2.021      1.712          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.44it/s]
                   all        147        198      0.474      0.441      0.458       0.29

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     95/300         0G      1.425      2.073      1.707          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198       0.54      0.537      0.568      0.353

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     96/300         0G      1.433      2.149      1.722          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.473      0.464      0.513      0.316

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     97/300         0G      1.393      2.039      1.672         14        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.44it/s]
                   all        147        198      0.517      0.451      0.505      0.309

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     98/300         0G      1.348      2.011      1.663          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:19<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.554       0.57      0.582      0.353

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
     99/300         0G      1.322      1.954      1.647          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.45it/s]
                   all        147        198      0.695      0.504      0.573       0.34

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    100/300         0G      1.424      2.202      1.716          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.559      0.505      0.554      0.345

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    101/300         0G      1.367      2.039      1.672          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:16<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.45it/s]
                   all        147        198      0.614      0.532      0.573      0.351

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    102/300         0G       1.34      2.012      1.638          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:15<00:00,  1.33s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.443      0.565       0.52      0.318

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    103/300         0G      1.329      1.954      1.632          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.384      0.537      0.435      0.263

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    104/300         0G       1.32      2.003      1.627          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.45it/s]
                   all        147        198       0.46      0.448      0.484      0.294

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    105/300         0G      1.286      2.083       1.62          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.45it/s]
                   all        147        198      0.741      0.403      0.483      0.283

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    106/300         0G      1.317      1.957      1.646          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.598      0.534      0.571      0.366

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    107/300         0G       1.27      1.886      1.628          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.452      0.568      0.552      0.356

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    108/300         0G      1.345       1.93      1.598          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.564      0.421      0.447      0.279

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    109/300         0G      1.315       1.99      1.606          0        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.45it/s]
                   all        147        198      0.701      0.436      0.577      0.383

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    110/300         0G      1.284      1.874      1.571          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:19<00:00,  1.36s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.44it/s]
                   all        147        198      0.594       0.59      0.621       0.41

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    111/300         0G      1.251      1.905      1.578          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.43it/s]
                   all        147        198      0.683      0.563      0.598      0.392

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    112/300         0G      1.343      1.954      1.623          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:16<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.647      0.532      0.568      0.382

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    113/300         0G      1.232      1.782      1.596          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.45it/s]
                   all        147        198      0.623      0.511      0.561      0.387

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    114/300         0G      1.305      1.927      1.604          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:19<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.45it/s]
                   all        147        198      0.455      0.544      0.539      0.357

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    115/300         0G      1.199      1.869      1.511          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.43it/s]
                   all        147        198      0.509      0.523      0.549      0.363

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    116/300         0G      1.256      1.843      1.574          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.649      0.483      0.559      0.376

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    117/300         0G      1.342      1.902      1.616          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:16<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.48it/s]
                   all        147        198      0.662      0.463      0.553      0.355

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    118/300         0G      1.354      1.915      1.662          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.592      0.427      0.478      0.305

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    119/300         0G      1.337      1.972      1.609          0        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.48it/s]
                   all        147        198      0.678      0.454      0.536      0.351

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    120/300         0G      1.283      1.786      1.577          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:19<00:00,  1.36s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.553      0.584      0.593      0.401

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    121/300         0G       1.27      1.852      1.571          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.511       0.58      0.545      0.372

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    122/300         0G      1.271      1.855       1.61         11        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.654       0.56      0.636      0.432

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    123/300         0G      1.296      1.895        1.6          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:16<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.649      0.553      0.582      0.386

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    124/300         0G      1.263      1.916      1.567          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:15<00:00,  1.33s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.518       0.53      0.499      0.332

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    125/300         0G       1.33      1.856       1.63          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.677      0.473      0.549      0.373

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    126/300         0G      1.201      1.756       1.52          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.45it/s]
                   all        147        198      0.567      0.583      0.608      0.408

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    127/300         0G      1.309      1.951      1.632          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.695      0.564       0.62      0.425

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    128/300         0G      1.203       1.78      1.547         14        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:16<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.43it/s]
                   all        147        198       0.61       0.58       0.61      0.422

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    129/300         0G      1.208      1.822      1.546          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:16<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.48it/s]
                   all        147        198      0.564      0.572      0.602      0.403

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    130/300         0G      1.291      1.798      1.643          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.696      0.458      0.578      0.389

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    131/300         0G      1.267      1.813      1.582         12        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.544      0.518      0.565      0.379

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    132/300         0G      1.194      1.773      1.493          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.44it/s]
                   all        147        198      0.601      0.547      0.566      0.382

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    133/300         0G      1.229      1.893      1.539          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:16<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.664      0.579       0.63      0.434

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    134/300         0G       1.22      1.753      1.582          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.599      0.578      0.634      0.425

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    135/300         0G      1.234      1.686      1.613          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:15<00:00,  1.33s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.618      0.675       0.66      0.442

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    136/300         0G      1.236      1.787       1.53         12        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.518      0.521      0.527      0.339

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    137/300         0G      1.137      1.703      1.461          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:19<00:00,  1.36s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.45it/s]
                   all        147        198      0.557      0.588      0.603      0.376

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    138/300         0G      1.219      1.642      1.541          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.635      0.672      0.674      0.441

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    139/300         0G      1.222      1.685      1.534          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:16<00:00,  1.33s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.568      0.641      0.654      0.435

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    140/300         0G      1.292      1.722      1.576          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:16<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:49<00:00,  1.48it/s]
                   all        147        198      0.677      0.578      0.634       0.43

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    141/300         0G      1.196      1.627      1.479          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:15<00:00,  1.33s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.48it/s]
                   all        147        198      0.674       0.61      0.674      0.463

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    142/300         0G      1.251      1.553      1.555          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.44it/s]
                   all        147        198      0.657      0.677      0.713       0.49

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    143/300         0G      1.155      1.625      1.507          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198       0.55      0.706      0.673      0.472

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    144/300         0G      1.152      1.611      1.447          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:15<00:00,  1.33s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.48it/s]
                   all        147        198      0.552       0.65      0.643      0.448

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    145/300         0G      1.265      1.557       1.57          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:15<00:00,  1.33s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.48it/s]
                   all        147        198      0.596      0.672      0.665       0.47

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    146/300         0G      1.064      1.569      1.408          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:15<00:00,  1.33s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:49<00:00,  1.49it/s]
                   all        147        198      0.622       0.63      0.659      0.459

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    147/300         0G      1.142      1.613      1.469          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.532      0.731      0.668      0.481

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    148/300         0G       1.22      1.587      1.543          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.609      0.725      0.718      0.521

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    149/300         0G      1.153      1.576      1.524          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:16<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.688      0.727      0.746      0.525

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    150/300         0G      1.147      1.653      1.511          0        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:15<00:00,  1.33s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.631      0.696       0.67      0.468

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    151/300         0G      1.113      1.678      1.461          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:15<00:00,  1.33s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.48it/s]
                   all        147        198      0.588      0.661       0.62      0.426

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    152/300         0G      1.124      1.573      1.494          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.578      0.672      0.615      0.433

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    153/300         0G      1.098      1.548      1.419          0        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.618      0.628      0.629      0.445

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    154/300         0G      1.138       1.54      1.487          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.48it/s]
                   all        147        198      0.653      0.715      0.718      0.515

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    155/300         0G      1.192      1.581      1.563          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:16<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:49<00:00,  1.48it/s]
                   all        147        198      0.689      0.713      0.722      0.521

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    156/300         0G      1.151       1.57      1.508          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198       0.67      0.725      0.712      0.504

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    157/300         0G      1.069       1.45      1.467          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.638      0.702      0.722      0.505

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    158/300         0G      1.198      1.594      1.515          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198       0.64      0.699      0.734      0.521

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    159/300         0G      1.115      1.488      1.429          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198       0.68       0.72      0.753      0.538

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    160/300         0G      1.128      1.488       1.48          0        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.717      0.753      0.764      0.557

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    161/300         0G      1.141      1.513      1.507          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.48it/s]
                   all        147        198      0.671      0.769      0.737      0.538

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    162/300         0G      1.044      1.404      1.427          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.656      0.791      0.758      0.547

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    163/300         0G      1.066      1.436      1.398          0        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:16<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:49<00:00,  1.48it/s]
                   all        147        198      0.661       0.78      0.765      0.538

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    164/300         0G      1.101      1.528      1.453          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.712      0.621      0.711      0.499

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    165/300         0G      1.106      1.514       1.48          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.561      0.754      0.693      0.486

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    166/300         0G      1.062      1.425      1.424          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:16<00:00,  1.33s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.48it/s]
                   all        147        198       0.65      0.705      0.702      0.507

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    167/300         0G       1.07      1.425      1.404          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:16<00:00,  1.33s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:49<00:00,  1.48it/s]
                   all        147        198       0.63        0.7       0.69      0.506

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    168/300         0G      1.073      1.485      1.427          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:15<00:00,  1.33s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.642      0.637      0.657      0.481

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    169/300         0G      1.033      1.329      1.386          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.45it/s]
                   all        147        198      0.672      0.697      0.717      0.533

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    170/300         0G      1.139      1.421      1.496          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.612      0.706      0.682      0.502

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    171/300         0G      1.062      1.419      1.445          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.725      0.658      0.695      0.513

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    172/300         0G      1.172      1.447      1.509          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:16<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:49<00:00,  1.49it/s]
                   all        147        198      0.711      0.707      0.741      0.545

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    173/300         0G      1.052      1.458      1.412          0        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.48it/s]
                   all        147        198      0.693      0.722      0.742      0.551

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    174/300         0G      1.028      1.367      1.395          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.45it/s]
                   all        147        198      0.684      0.765      0.757      0.571

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    175/300         0G      1.017      1.385      1.349          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.715      0.743      0.754      0.574

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    176/300         0G     0.9897      1.312      1.356         10        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:16<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.713      0.709      0.736      0.555

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    177/300         0G      1.059      1.494      1.393          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:15<00:00,  1.33s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.48it/s]
                   all        147        198      0.722      0.688      0.718      0.536

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    178/300         0G      1.096      1.372      1.428         11        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:16<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.679      0.759      0.738      0.549

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    179/300         0G       1.08      1.507       1.47          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:49<00:00,  1.48it/s]
                   all        147        198      0.633      0.719       0.71      0.516

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    180/300         0G     0.9586      1.298      1.357          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.734      0.685      0.719      0.525

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    181/300         0G      1.039      1.465      1.403          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.731      0.719      0.748      0.542

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    182/300         0G      1.061      1.365      1.383          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.734      0.776      0.772      0.556

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    183/300         0G      1.045      1.383      1.437         23        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198       0.68      0.809      0.761      0.549

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    184/300         0G      1.071      1.409      1.463          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:19<00:00,  1.36s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.44it/s]
                   all        147        198      0.631       0.79      0.714      0.534

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    185/300         0G      1.002      1.315      1.361          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.673      0.727      0.736      0.543

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    186/300         0G      1.068       1.45      1.408          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:19<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.654      0.701      0.724      0.538

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    187/300         0G      1.005      1.313        1.4          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.764      0.747      0.798      0.606

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    188/300         0G      1.072      1.341      1.466          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198       0.78      0.741      0.791      0.616

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    189/300         0G      1.035       1.32      1.428          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:49<00:00,  1.48it/s]
                   all        147        198      0.693      0.734      0.755      0.588

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    190/300         0G       1.05       1.33      1.431          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:19<00:00,  1.36s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.713      0.755      0.763      0.588

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    191/300         0G     0.9971      1.357      1.398          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.793      0.675      0.778      0.587

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    192/300         0G      1.024       1.32      1.415          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:16<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.685      0.785      0.769      0.568

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    193/300         0G     0.9838      1.221      1.326          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:16<00:00,  1.33s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.48it/s]
                   all        147        198      0.663      0.802      0.764      0.566

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    194/300         0G      1.026      1.274      1.404          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.767      0.802      0.807      0.599

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    195/300         0G     0.9353      1.163      1.335          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.776      0.783      0.808      0.608

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    196/300         0G     0.9541       1.27      1.349          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.677      0.821      0.789      0.578

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    197/300         0G      1.001      1.364      1.369          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198       0.71       0.75      0.777       0.57

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    198/300         0G     0.9884      1.357      1.383          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:49<00:00,  1.48it/s]
                   all        147        198      0.754       0.69      0.748       0.55

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    199/300         0G     0.9344      1.277      1.318          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.48it/s]
                   all        147        198      0.653      0.755      0.741      0.555

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    200/300         0G     0.9416      1.235       1.31          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198       0.71      0.724      0.747      0.573

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    201/300         0G     0.9473      1.193      1.357          0        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:19<00:00,  1.36s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.697      0.756      0.766      0.592

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    202/300         0G      1.009      1.255      1.386          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.42it/s]
                   all        147        198      0.706      0.787      0.775      0.603

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    203/300         0G     0.9196      1.197      1.317          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:52<00:00,  1.42it/s]
                   all        147        198      0.756      0.698      0.762      0.592

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    204/300         0G     0.9232      1.294      1.343          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.45it/s]
                   all        147        198      0.748      0.764      0.788      0.609

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    205/300         0G     0.9053      1.211      1.277          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.44it/s]
                   all        147        198      0.705      0.812      0.792      0.621

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    206/300         0G     0.9917      1.282      1.383          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.44it/s]
                   all        147        198      0.721       0.79       0.77      0.614

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    207/300         0G     0.9941      1.229      1.335          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.45it/s]
                   all        147        198      0.805      0.778       0.82      0.633

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    208/300         0G     0.9351      1.223      1.319          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:16<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.48it/s]
                   all        147        198      0.774      0.805       0.83      0.648

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    209/300         0G     0.9755      1.227      1.371          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:16<00:00,  1.33s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.806      0.826      0.839       0.64

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    210/300         0G     0.8994      1.197      1.314          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:49<00:00,  1.48it/s]
                   all        147        198      0.812      0.788      0.818       0.62

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    211/300         0G     0.8684      1.173      1.232          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:16<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:49<00:00,  1.49it/s]
                   all        147        198      0.755      0.783      0.774      0.584

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    212/300         0G     0.9485      1.157      1.333          6        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:20<00:00,  1.36s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.45it/s]
                   all        147        198      0.778      0.754      0.806      0.621

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    213/300         0G     0.9489      1.261      1.368          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.684      0.799      0.784      0.606

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    214/300         0G     0.9916      1.278      1.392          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.743      0.711      0.776       0.59

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    215/300         0G     0.9277      1.217      1.324          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198        0.8      0.761      0.828       0.63

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    216/300         0G     0.9989      1.281      1.376          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.782      0.766      0.805      0.611

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    217/300         0G     0.9527       1.32      1.319          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:19<00:00,  1.36s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.44it/s]
                   all        147        198      0.777      0.785      0.824      0.647

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    218/300         0G      1.012      1.294      1.406          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.43it/s]
                   all        147        198      0.799      0.711      0.796      0.624

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    219/300         0G     0.9345      1.234       1.33          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.45it/s]
                   all        147        198      0.799      0.729      0.787      0.621

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    220/300         0G     0.9416      1.089      1.324          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.722      0.748      0.761      0.599

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    221/300         0G     0.8909      1.131      1.282          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:19<00:00,  1.36s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.759      0.768      0.797      0.612

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    222/300         0G     0.9057       1.17       1.31          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.48it/s]
                   all        147        198        0.8      0.733      0.797       0.61

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    223/300         0G     0.9477       1.19      1.351          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.44it/s]
                   all        147        198      0.767      0.851      0.843      0.656

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    224/300         0G     0.8668      1.216      1.294          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.779      0.756      0.818      0.638

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    225/300         0G     0.9702      1.173      1.364          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.706      0.767      0.777      0.609

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    226/300         0G     0.8868      1.133      1.339          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:16<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.637      0.788      0.723      0.562

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    227/300         0G     0.8584      1.137       1.27          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:49<00:00,  1.48it/s]
                   all        147        198      0.696      0.798      0.763      0.595

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    228/300         0G     0.8726      1.182      1.254          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.804      0.816      0.832      0.647

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    229/300         0G     0.9494      1.201      1.348          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.798      0.827      0.836      0.649

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    230/300         0G     0.9478      1.222      1.321          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.45it/s]
                   all        147        198      0.811      0.811      0.847      0.665

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    231/300         0G     0.9182      1.134      1.311          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.809      0.784      0.858      0.676

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    232/300         0G     0.9183      1.147      1.316          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:16<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.847      0.746      0.863      0.679

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    233/300         0G      0.865      1.119      1.259          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.48it/s]
                   all        147        198      0.785      0.771      0.844      0.664

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    234/300         0G      0.881      1.137       1.28          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.45it/s]
                   all        147        198      0.768      0.742      0.816      0.641

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    235/300         0G     0.9229      1.156      1.322          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.45it/s]
                   all        147        198      0.741      0.766      0.807      0.628

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    236/300         0G     0.8427      1.113      1.272          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.717      0.787      0.792      0.619

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    237/300         0G     0.8627      1.128      1.232          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:16<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.48it/s]
                   all        147        198      0.754      0.823      0.823      0.634

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    238/300         0G     0.8277      1.031      1.215          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:16<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.775      0.757        0.8      0.624

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    239/300         0G     0.8774      1.172      1.304          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:19<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.45it/s]
                   all        147        198      0.728      0.801      0.795      0.627

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    240/300         0G     0.8152      1.117      1.239          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.731      0.821      0.812      0.643

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    241/300         0G     0.8412       1.06      1.265         14        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:19<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.748      0.803      0.819      0.642

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    242/300         0G     0.8113      1.028      1.204          0        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:19<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.48it/s]
                   all        147        198      0.687      0.839      0.816      0.641

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    243/300         0G     0.8503      1.064      1.258          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:20<00:00,  1.36s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.44it/s]
                   all        147        198      0.746      0.777      0.805       0.63

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    244/300         0G     0.8978      1.179      1.309          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.816      0.825      0.866      0.682

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    245/300         0G     0.9271      1.158      1.352          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.862      0.795      0.879      0.693

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    246/300         0G     0.8459      1.174      1.238          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:16<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:49<00:00,  1.48it/s]
                   all        147        198      0.859      0.805       0.88      0.703

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    247/300         0G      0.834      1.145      1.258          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.48it/s]
                   all        147        198      0.815      0.787      0.859      0.683

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    248/300         0G     0.8883      1.127        1.3          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:49<00:00,  1.48it/s]
                   all        147        198       0.78      0.795      0.842      0.667

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    249/300         0G     0.8389      1.025      1.247          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.48it/s]
                   all        147        198      0.806      0.752      0.807      0.644

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    250/300         0G     0.9257      1.149      1.312          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.784       0.77      0.788      0.628

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    251/300         0G     0.7748     0.9719       1.24          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.796      0.819      0.854      0.684

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    252/300         0G     0.8094      1.064      1.248          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.805      0.783       0.84      0.668

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    253/300         0G     0.9102       1.04      1.309          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.821      0.799      0.864      0.684

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    254/300         0G     0.8448     0.9911      1.298         10        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:19<00:00,  1.36s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.48it/s]
                   all        147        198      0.859      0.792      0.871      0.685

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    255/300         0G     0.8187      1.035       1.22          0        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.44it/s]
                   all        147        198      0.846      0.847      0.879      0.687

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    256/300         0G      0.826      1.016      1.257          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:53<00:00,  1.40it/s]
                   all        147        198       0.84      0.841      0.882      0.693

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    257/300         0G     0.7989     0.9433      1.237          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.868      0.813      0.877      0.695

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    258/300         0G     0.8545      1.035      1.258          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.829      0.816      0.862       0.69

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    259/300         0G     0.7925      1.007      1.189          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:49<00:00,  1.48it/s]
                   all        147        198      0.853      0.818       0.88      0.709

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    260/300         0G     0.8666      1.016       1.28          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:19<00:00,  1.36s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.43it/s]
                   all        147        198      0.864      0.821      0.874        0.7

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    261/300         0G     0.8274      1.058      1.279          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.44it/s]
                   all        147        198      0.876      0.841        0.9      0.726

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    262/300         0G      0.859     0.9947      1.297          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.45it/s]
                   all        147        198      0.857      0.829      0.872      0.699

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    263/300         0G     0.8768      1.022      1.303          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:16<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.43it/s]
                   all        147        198      0.849      0.777      0.858      0.695

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    264/300         0G      0.773      1.009      1.191          0        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.45it/s]
                   all        147        198      0.839       0.82      0.875      0.712

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    265/300         0G     0.8221       0.98      1.249          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:19<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.45it/s]
                   all        147        198       0.84      0.842      0.867      0.694

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    266/300         0G     0.7798     0.9846      1.211          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.848      0.857      0.864       0.69

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    267/300         0G       0.75     0.9082      1.155          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.871      0.873        0.9      0.736

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    268/300         0G      0.786     0.9049      1.259          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:52<00:00,  1.41it/s]
                   all        147        198      0.885       0.85      0.885      0.714

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    269/300         0G     0.7534     0.9201      1.196          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:19<00:00,  1.36s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.44it/s]
                   all        147        198      0.878      0.863      0.884      0.716

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    270/300         0G     0.7835     0.9619      1.215          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.877      0.858      0.872      0.705

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    271/300         0G     0.8212      1.018       1.23          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.867      0.829      0.861       0.69

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    272/300         0G     0.8023      1.003      1.235          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:19<00:00,  1.36s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.45it/s]
                   all        147        198      0.883       0.84      0.878       0.72

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    273/300         0G     0.8333       1.03      1.236          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.45it/s]
                   all        147        198      0.847      0.828      0.863        0.7

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    274/300         0G      0.827     0.9987      1.255          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.842      0.849      0.867      0.706

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    275/300         0G     0.7525     0.9327      1.187          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:19<00:00,  1.36s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.859      0.851      0.876      0.713

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    276/300         0G     0.7425     0.9162      1.161          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:19<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.45it/s]
                   all        147        198      0.866      0.885      0.905      0.745

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    277/300         0G     0.7842     0.9517      1.203          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:19<00:00,  1.36s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.45it/s]
                   all        147        198      0.838      0.858      0.878      0.721

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    278/300         0G     0.7995      1.018      1.234          5        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.858      0.851      0.875      0.711

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    279/300         0G     0.7681     0.9744      1.185          0        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.44it/s]
                   all        147        198      0.826      0.865      0.869      0.709

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    280/300         0G     0.7968     0.9272      1.236          7        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.899      0.847      0.897      0.726

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    281/300         0G     0.8303      0.958       1.24          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:52<00:00,  1.42it/s]
                   all        147        198      0.875      0.883      0.908       0.74

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    282/300         0G      0.749      0.927      1.243          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.876      0.859      0.892      0.728

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    283/300         0G      0.834      1.011       1.25          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.858      0.882      0.899       0.74

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    284/300         0G     0.7977     0.9298      1.208          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.883      0.871      0.898       0.74

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    285/300         0G     0.7467     0.9241      1.189          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.48it/s]
                   all        147        198      0.914      0.855      0.903      0.746

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    286/300         0G     0.7767     0.8673      1.207          2        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:19<00:00,  1.36s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:52<00:00,  1.42it/s]
                   all        147        198      0.891      0.871        0.9      0.748

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    287/300         0G     0.7875     0.9199      1.219          4        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.42it/s]
                   all        147        198      0.882      0.862      0.902      0.748

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    288/300         0G     0.7972      1.016      1.245          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.44it/s]
                   all        147        198      0.867      0.872      0.906      0.753

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    289/300         0G     0.7248     0.8977      1.193          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:16<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.43it/s]
                   all        147        198      0.861      0.879      0.904      0.752

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    290/300         0G     0.7395     0.9541      1.154          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:16<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.874      0.873      0.906      0.754

Closing dataloader mosaic

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    291/300         0G     0.5479     0.5898      0.997          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:20<00:00,  1.37s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.818      0.797      0.862      0.713

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    292/300         0G     0.4943     0.5484     0.9775          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:20<00:00,  1.36s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:52<00:00,  1.42it/s]
                   all        147        198      0.809      0.832      0.871      0.718

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    293/300         0G     0.5151     0.5417     0.9609          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.787      0.851      0.861      0.712

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    294/300         0G     0.4993     0.5204     0.9572          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.46it/s]
                   all        147        198      0.824      0.829      0.866      0.717

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    295/300         0G     0.5227     0.5731     0.9882          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.34s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.45it/s]
                   all        147        198      0.821      0.847       0.87      0.718

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    296/300         0G      0.506     0.5168     0.9713          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:19<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.45it/s]
                   all        147        198      0.828      0.865      0.878      0.724

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    297/300         0G     0.5089     0.5276     0.9709          3        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:19<00:00,  1.36s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:51<00:00,  1.44it/s]
                   all        147        198       0.84      0.797      0.862      0.715

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    298/300         0G      0.478     0.5126     0.9522          0        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:19<00:00,  1.36s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.45it/s]
                   all        147        198      0.816      0.846      0.851      0.699

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    299/300         0G     0.5115     0.5389     0.9753          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:18<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198      0.835      0.829      0.857      0.707

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
    300/300         0G     0.4872     0.4848     0.9521          1        640: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 147/147 [03:17<00:00,  1.35s/it]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:50<00:00,  1.47it/s]
                   all        147        198       0.83      0.816      0.853      0.701

300 epochs completed in 20.787 hours.
Optimizer stripped from runs/detect/galapagos_yolo11l_cpu/weights/last.pt, 51.2MB
Optimizer stripped from runs/detect/galapagos_yolo11l_cpu/weights/best.pt, 51.2MB

Validating runs/detect/galapagos_yolo11l_cpu/weights/best.pt...
Ultralytics 8.3.171 πŸš€ Python-3.11.13 torch-2.7.1+cu118 CPU (Intel Xeon E-2246G 3.60GHz)
YOLO11l summary (fused): 190 layers, 25,283,167 parameters, 0 gradients, 86.6 GFLOPs
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 74/74 [00:46<00:00,  1.60it/s]
                   all        147        198      0.878      0.871      0.907      0.754
                iguana         33         62      0.632      0.609      0.649      0.485
           lobo_marino         24         29      0.874      0.954      0.971      0.837
              pelΓ­cano         27         38      0.922      0.947      0.961      0.854
              pingΓΌino         12         30      0.963      0.876      0.958      0.711
               tortuga         37         39          1      0.971      0.995      0.886
Speed: 0.9ms preprocess, 284.6ms inference, 0.0ms loss, 0.5ms postprocess per image
Results saved to runs/detect/galapagos_yolo11l_cpu
Out[5]:
ultralytics.utils.metrics.DetMetrics object with attributes:

ap_class_index: array([0, 1, 2, 3, 4])
box: ultralytics.utils.metrics.Metric object
confusion_matrix: <ultralytics.utils.metrics.ConfusionMatrix object at 0x7d9cd2a7e890>
curves: ['Precision-Recall(B)', 'F1-Confidence(B)', 'Precision-Confidence(B)', 'Recall-Confidence(B)']
curves_results: [[array([          0,    0.001001,    0.002002,    0.003003,    0.004004,    0.005005,    0.006006,    0.007007,    0.008008,    0.009009,     0.01001,    0.011011,    0.012012,    0.013013,    0.014014,    0.015015,    0.016016,    0.017017,    0.018018,    0.019019,     0.02002,    0.021021,    0.022022,    0.023023,
          0.024024,    0.025025,    0.026026,    0.027027,    0.028028,    0.029029,     0.03003,    0.031031,    0.032032,    0.033033,    0.034034,    0.035035,    0.036036,    0.037037,    0.038038,    0.039039,     0.04004,    0.041041,    0.042042,    0.043043,    0.044044,    0.045045,    0.046046,    0.047047,
          0.048048,    0.049049,     0.05005,    0.051051,    0.052052,    0.053053,    0.054054,    0.055055,    0.056056,    0.057057,    0.058058,    0.059059,     0.06006,    0.061061,    0.062062,    0.063063,    0.064064,    0.065065,    0.066066,    0.067067,    0.068068,    0.069069,     0.07007,    0.071071,
          0.072072,    0.073073,    0.074074,    0.075075,    0.076076,    0.077077,    0.078078,    0.079079,     0.08008,    0.081081,    0.082082,    0.083083,    0.084084,    0.085085,    0.086086,    0.087087,    0.088088,    0.089089,     0.09009,    0.091091,    0.092092,    0.093093,    0.094094,    0.095095,
          0.096096,    0.097097,    0.098098,    0.099099,      0.1001,      0.1011,      0.1021,      0.1031,      0.1041,     0.10511,     0.10611,     0.10711,     0.10811,     0.10911,     0.11011,     0.11111,     0.11211,     0.11311,     0.11411,     0.11512,     0.11612,     0.11712,     0.11812,     0.11912,
           0.12012,     0.12112,     0.12212,     0.12312,     0.12412,     0.12513,     0.12613,     0.12713,     0.12813,     0.12913,     0.13013,     0.13113,     0.13213,     0.13313,     0.13413,     0.13514,     0.13614,     0.13714,     0.13814,     0.13914,     0.14014,     0.14114,     0.14214,     0.14314,
           0.14414,     0.14515,     0.14615,     0.14715,     0.14815,     0.14915,     0.15015,     0.15115,     0.15215,     0.15315,     0.15415,     0.15516,     0.15616,     0.15716,     0.15816,     0.15916,     0.16016,     0.16116,     0.16216,     0.16316,     0.16416,     0.16517,     0.16617,     0.16717,
           0.16817,     0.16917,     0.17017,     0.17117,     0.17217,     0.17317,     0.17417,     0.17518,     0.17618,     0.17718,     0.17818,     0.17918,     0.18018,     0.18118,     0.18218,     0.18318,     0.18418,     0.18519,     0.18619,     0.18719,     0.18819,     0.18919,     0.19019,     0.19119,
           0.19219,     0.19319,     0.19419,      0.1952,      0.1962,      0.1972,      0.1982,      0.1992,      0.2002,      0.2012,      0.2022,      0.2032,      0.2042,     0.20521,     0.20621,     0.20721,     0.20821,     0.20921,     0.21021,     0.21121,     0.21221,     0.21321,     0.21421,     0.21522,
           0.21622,     0.21722,     0.21822,     0.21922,     0.22022,     0.22122,     0.22222,     0.22322,     0.22422,     0.22523,     0.22623,     0.22723,     0.22823,     0.22923,     0.23023,     0.23123,     0.23223,     0.23323,     0.23423,     0.23524,     0.23624,     0.23724,     0.23824,     0.23924,
           0.24024,     0.24124,     0.24224,     0.24324,     0.24424,     0.24525,     0.24625,     0.24725,     0.24825,     0.24925,     0.25025,     0.25125,     0.25225,     0.25325,     0.25425,     0.25526,     0.25626,     0.25726,     0.25826,     0.25926,     0.26026,     0.26126,     0.26226,     0.26326,
           0.26426,     0.26527,     0.26627,     0.26727,     0.26827,     0.26927,     0.27027,     0.27127,     0.27227,     0.27327,     0.27427,     0.27528,     0.27628,     0.27728,     0.27828,     0.27928,     0.28028,     0.28128,     0.28228,     0.28328,     0.28428,     0.28529,     0.28629,     0.28729,
           0.28829,     0.28929,     0.29029,     0.29129,     0.29229,     0.29329,     0.29429,      0.2953,      0.2963,      0.2973,      0.2983,      0.2993,      0.3003,      0.3013,      0.3023,      0.3033,      0.3043,     0.30531,     0.30631,     0.30731,     0.30831,     0.30931,     0.31031,     0.31131,
           0.31231,     0.31331,     0.31431,     0.31532,     0.31632,     0.31732,     0.31832,     0.31932,     0.32032,     0.32132,     0.32232,     0.32332,     0.32432,     0.32533,     0.32633,     0.32733,     0.32833,     0.32933,     0.33033,     0.33133,     0.33233,     0.33333,     0.33433,     0.33534,
           0.33634,     0.33734,     0.33834,     0.33934,     0.34034,     0.34134,     0.34234,     0.34334,     0.34434,     0.34535,     0.34635,     0.34735,     0.34835,     0.34935,     0.35035,     0.35135,     0.35235,     0.35335,     0.35435,     0.35536,     0.35636,     0.35736,     0.35836,     0.35936,
           0.36036,     0.36136,     0.36236,     0.36336,     0.36436,     0.36537,     0.36637,     0.36737,     0.36837,     0.36937,     0.37037,     0.37137,     0.37237,     0.37337,     0.37437,     0.37538,     0.37638,     0.37738,     0.37838,     0.37938,     0.38038,     0.38138,     0.38238,     0.38338,
           0.38438,     0.38539,     0.38639,     0.38739,     0.38839,     0.38939,     0.39039,     0.39139,     0.39239,     0.39339,     0.39439,      0.3954,      0.3964,      0.3974,      0.3984,      0.3994,      0.4004,      0.4014,      0.4024,      0.4034,      0.4044,     0.40541,     0.40641,     0.40741,
           0.40841,     0.40941,     0.41041,     0.41141,     0.41241,     0.41341,     0.41441,     0.41542,     0.41642,     0.41742,     0.41842,     0.41942,     0.42042,     0.42142,     0.42242,     0.42342,     0.42442,     0.42543,     0.42643,     0.42743,     0.42843,     0.42943,     0.43043,     0.43143,
           0.43243,     0.43343,     0.43443,     0.43544,     0.43644,     0.43744,     0.43844,     0.43944,     0.44044,     0.44144,     0.44244,     0.44344,     0.44444,     0.44545,     0.44645,     0.44745,     0.44845,     0.44945,     0.45045,     0.45145,     0.45245,     0.45345,     0.45445,     0.45546,
           0.45646,     0.45746,     0.45846,     0.45946,     0.46046,     0.46146,     0.46246,     0.46346,     0.46446,     0.46547,     0.46647,     0.46747,     0.46847,     0.46947,     0.47047,     0.47147,     0.47247,     0.47347,     0.47447,     0.47548,     0.47648,     0.47748,     0.47848,     0.47948,
           0.48048,     0.48148,     0.48248,     0.48348,     0.48448,     0.48549,     0.48649,     0.48749,     0.48849,     0.48949,     0.49049,     0.49149,     0.49249,     0.49349,     0.49449,      0.4955,      0.4965,      0.4975,      0.4985,      0.4995,      0.5005,      0.5015,      0.5025,      0.5035,
            0.5045,     0.50551,     0.50651,     0.50751,     0.50851,     0.50951,     0.51051,     0.51151,     0.51251,     0.51351,     0.51451,     0.51552,     0.51652,     0.51752,     0.51852,     0.51952,     0.52052,     0.52152,     0.52252,     0.52352,     0.52452,     0.52553,     0.52653,     0.52753,
           0.52853,     0.52953,     0.53053,     0.53153,     0.53253,     0.53353,     0.53453,     0.53554,     0.53654,     0.53754,     0.53854,     0.53954,     0.54054,     0.54154,     0.54254,     0.54354,     0.54454,     0.54555,     0.54655,     0.54755,     0.54855,     0.54955,     0.55055,     0.55155,
           0.55255,     0.55355,     0.55455,     0.55556,     0.55656,     0.55756,     0.55856,     0.55956,     0.56056,     0.56156,     0.56256,     0.56356,     0.56456,     0.56557,     0.56657,     0.56757,     0.56857,     0.56957,     0.57057,     0.57157,     0.57257,     0.57357,     0.57457,     0.57558,
           0.57658,     0.57758,     0.57858,     0.57958,     0.58058,     0.58158,     0.58258,     0.58358,     0.58458,     0.58559,     0.58659,     0.58759,     0.58859,     0.58959,     0.59059,     0.59159,     0.59259,     0.59359,     0.59459,      0.5956,      0.5966,      0.5976,      0.5986,      0.5996,
            0.6006,      0.6016,      0.6026,      0.6036,      0.6046,     0.60561,     0.60661,     0.60761,     0.60861,     0.60961,     0.61061,     0.61161,     0.61261,     0.61361,     0.61461,     0.61562,     0.61662,     0.61762,     0.61862,     0.61962,     0.62062,     0.62162,     0.62262,     0.62362,
           0.62462,     0.62563,     0.62663,     0.62763,     0.62863,     0.62963,     0.63063,     0.63163,     0.63263,     0.63363,     0.63463,     0.63564,     0.63664,     0.63764,     0.63864,     0.63964,     0.64064,     0.64164,     0.64264,     0.64364,     0.64464,     0.64565,     0.64665,     0.64765,
           0.64865,     0.64965,     0.65065,     0.65165,     0.65265,     0.65365,     0.65465,     0.65566,     0.65666,     0.65766,     0.65866,     0.65966,     0.66066,     0.66166,     0.66266,     0.66366,     0.66466,     0.66567,     0.66667,     0.66767,     0.66867,     0.66967,     0.67067,     0.67167,
           0.67267,     0.67367,     0.67467,     0.67568,     0.67668,     0.67768,     0.67868,     0.67968,     0.68068,     0.68168,     0.68268,     0.68368,     0.68468,     0.68569,     0.68669,     0.68769,     0.68869,     0.68969,     0.69069,     0.69169,     0.69269,     0.69369,     0.69469,      0.6957,
            0.6967,      0.6977,      0.6987,      0.6997,      0.7007,      0.7017,      0.7027,      0.7037,      0.7047,     0.70571,     0.70671,     0.70771,     0.70871,     0.70971,     0.71071,     0.71171,     0.71271,     0.71371,     0.71471,     0.71572,     0.71672,     0.71772,     0.71872,     0.71972,
           0.72072,     0.72172,     0.72272,     0.72372,     0.72472,     0.72573,     0.72673,     0.72773,     0.72873,     0.72973,     0.73073,     0.73173,     0.73273,     0.73373,     0.73473,     0.73574,     0.73674,     0.73774,     0.73874,     0.73974,     0.74074,     0.74174,     0.74274,     0.74374,
           0.74474,     0.74575,     0.74675,     0.74775,     0.74875,     0.74975,     0.75075,     0.75175,     0.75275,     0.75375,     0.75475,     0.75576,     0.75676,     0.75776,     0.75876,     0.75976,     0.76076,     0.76176,     0.76276,     0.76376,     0.76476,     0.76577,     0.76677,     0.76777,
           0.76877,     0.76977,     0.77077,     0.77177,     0.77277,     0.77377,     0.77477,     0.77578,     0.77678,     0.77778,     0.77878,     0.77978,     0.78078,     0.78178,     0.78278,     0.78378,     0.78478,     0.78579,     0.78679,     0.78779,     0.78879,     0.78979,     0.79079,     0.79179,
           0.79279,     0.79379,     0.79479,      0.7958,      0.7968,      0.7978,      0.7988,      0.7998,      0.8008,      0.8018,      0.8028,      0.8038,      0.8048,     0.80581,     0.80681,     0.80781,     0.80881,     0.80981,     0.81081,     0.81181,     0.81281,     0.81381,     0.81481,     0.81582,
           0.81682,     0.81782,     0.81882,     0.81982,     0.82082,     0.82182,     0.82282,     0.82382,     0.82482,     0.82583,     0.82683,     0.82783,     0.82883,     0.82983,     0.83083,     0.83183,     0.83283,     0.83383,     0.83483,     0.83584,     0.83684,     0.83784,     0.83884,     0.83984,
           0.84084,     0.84184,     0.84284,     0.84384,     0.84484,     0.84585,     0.84685,     0.84785,     0.84885,     0.84985,     0.85085,     0.85185,     0.85285,     0.85385,     0.85485,     0.85586,     0.85686,     0.85786,     0.85886,     0.85986,     0.86086,     0.86186,     0.86286,     0.86386,
           0.86486,     0.86587,     0.86687,     0.86787,     0.86887,     0.86987,     0.87087,     0.87187,     0.87287,     0.87387,     0.87487,     0.87588,     0.87688,     0.87788,     0.87888,     0.87988,     0.88088,     0.88188,     0.88288,     0.88388,     0.88488,     0.88589,     0.88689,     0.88789,
           0.88889,     0.88989,     0.89089,     0.89189,     0.89289,     0.89389,     0.89489,      0.8959,      0.8969,      0.8979,      0.8989,      0.8999,      0.9009,      0.9019,      0.9029,      0.9039,      0.9049,     0.90591,     0.90691,     0.90791,     0.90891,     0.90991,     0.91091,     0.91191,
           0.91291,     0.91391,     0.91491,     0.91592,     0.91692,     0.91792,     0.91892,     0.91992,     0.92092,     0.92192,     0.92292,     0.92392,     0.92492,     0.92593,     0.92693,     0.92793,     0.92893,     0.92993,     0.93093,     0.93193,     0.93293,     0.93393,     0.93493,     0.93594,
           0.93694,     0.93794,     0.93894,     0.93994,     0.94094,     0.94194,     0.94294,     0.94394,     0.94494,     0.94595,     0.94695,     0.94795,     0.94895,     0.94995,     0.95095,     0.95195,     0.95295,     0.95395,     0.95495,     0.95596,     0.95696,     0.95796,     0.95896,     0.95996,
           0.96096,     0.96196,     0.96296,     0.96396,     0.96496,     0.96597,     0.96697,     0.96797,     0.96897,     0.96997,     0.97097,     0.97197,     0.97297,     0.97397,     0.97497,     0.97598,     0.97698,     0.97798,     0.97898,     0.97998,     0.98098,     0.98198,     0.98298,     0.98398,
           0.98498,     0.98599,     0.98699,     0.98799,     0.98899,     0.98999,     0.99099,     0.99199,     0.99299,     0.99399,     0.99499,       0.996,       0.997,       0.998,       0.999,           1]), array([[    0.95833,     0.95833,     0.95833, ...,   0.0014261,  0.00071307,           0],
       [          1,           1,           1, ...,     0.69048,     0.69048,           0],
       [          1,           1,           1, ...,     0.80851,     0.80851,           0],
       [          1,           1,           1, ...,     0.43478,     0.43478,           0],
       [          1,           1,           1, ...,           1,           1,           0]], shape=(5, 1000)), 'Recall', 'Precision'], [array([          0,    0.001001,    0.002002,    0.003003,    0.004004,    0.005005,    0.006006,    0.007007,    0.008008,    0.009009,     0.01001,    0.011011,    0.012012,    0.013013,    0.014014,    0.015015,    0.016016,    0.017017,    0.018018,    0.019019,     0.02002,    0.021021,    0.022022,    0.023023,
          0.024024,    0.025025,    0.026026,    0.027027,    0.028028,    0.029029,     0.03003,    0.031031,    0.032032,    0.033033,    0.034034,    0.035035,    0.036036,    0.037037,    0.038038,    0.039039,     0.04004,    0.041041,    0.042042,    0.043043,    0.044044,    0.045045,    0.046046,    0.047047,
          0.048048,    0.049049,     0.05005,    0.051051,    0.052052,    0.053053,    0.054054,    0.055055,    0.056056,    0.057057,    0.058058,    0.059059,     0.06006,    0.061061,    0.062062,    0.063063,    0.064064,    0.065065,    0.066066,    0.067067,    0.068068,    0.069069,     0.07007,    0.071071,
          0.072072,    0.073073,    0.074074,    0.075075,    0.076076,    0.077077,    0.078078,    0.079079,     0.08008,    0.081081,    0.082082,    0.083083,    0.084084,    0.085085,    0.086086,    0.087087,    0.088088,    0.089089,     0.09009,    0.091091,    0.092092,    0.093093,    0.094094,    0.095095,
          0.096096,    0.097097,    0.098098,    0.099099,      0.1001,      0.1011,      0.1021,      0.1031,      0.1041,     0.10511,     0.10611,     0.10711,     0.10811,     0.10911,     0.11011,     0.11111,     0.11211,     0.11311,     0.11411,     0.11512,     0.11612,     0.11712,     0.11812,     0.11912,
           0.12012,     0.12112,     0.12212,     0.12312,     0.12412,     0.12513,     0.12613,     0.12713,     0.12813,     0.12913,     0.13013,     0.13113,     0.13213,     0.13313,     0.13413,     0.13514,     0.13614,     0.13714,     0.13814,     0.13914,     0.14014,     0.14114,     0.14214,     0.14314,
           0.14414,     0.14515,     0.14615,     0.14715,     0.14815,     0.14915,     0.15015,     0.15115,     0.15215,     0.15315,     0.15415,     0.15516,     0.15616,     0.15716,     0.15816,     0.15916,     0.16016,     0.16116,     0.16216,     0.16316,     0.16416,     0.16517,     0.16617,     0.16717,
           0.16817,     0.16917,     0.17017,     0.17117,     0.17217,     0.17317,     0.17417,     0.17518,     0.17618,     0.17718,     0.17818,     0.17918,     0.18018,     0.18118,     0.18218,     0.18318,     0.18418,     0.18519,     0.18619,     0.18719,     0.18819,     0.18919,     0.19019,     0.19119,
           0.19219,     0.19319,     0.19419,      0.1952,      0.1962,      0.1972,      0.1982,      0.1992,      0.2002,      0.2012,      0.2022,      0.2032,      0.2042,     0.20521,     0.20621,     0.20721,     0.20821,     0.20921,     0.21021,     0.21121,     0.21221,     0.21321,     0.21421,     0.21522,
           0.21622,     0.21722,     0.21822,     0.21922,     0.22022,     0.22122,     0.22222,     0.22322,     0.22422,     0.22523,     0.22623,     0.22723,     0.22823,     0.22923,     0.23023,     0.23123,     0.23223,     0.23323,     0.23423,     0.23524,     0.23624,     0.23724,     0.23824,     0.23924,
           0.24024,     0.24124,     0.24224,     0.24324,     0.24424,     0.24525,     0.24625,     0.24725,     0.24825,     0.24925,     0.25025,     0.25125,     0.25225,     0.25325,     0.25425,     0.25526,     0.25626,     0.25726,     0.25826,     0.25926,     0.26026,     0.26126,     0.26226,     0.26326,
           0.26426,     0.26527,     0.26627,     0.26727,     0.26827,     0.26927,     0.27027,     0.27127,     0.27227,     0.27327,     0.27427,     0.27528,     0.27628,     0.27728,     0.27828,     0.27928,     0.28028,     0.28128,     0.28228,     0.28328,     0.28428,     0.28529,     0.28629,     0.28729,
           0.28829,     0.28929,     0.29029,     0.29129,     0.29229,     0.29329,     0.29429,      0.2953,      0.2963,      0.2973,      0.2983,      0.2993,      0.3003,      0.3013,      0.3023,      0.3033,      0.3043,     0.30531,     0.30631,     0.30731,     0.30831,     0.30931,     0.31031,     0.31131,
           0.31231,     0.31331,     0.31431,     0.31532,     0.31632,     0.31732,     0.31832,     0.31932,     0.32032,     0.32132,     0.32232,     0.32332,     0.32432,     0.32533,     0.32633,     0.32733,     0.32833,     0.32933,     0.33033,     0.33133,     0.33233,     0.33333,     0.33433,     0.33534,
           0.33634,     0.33734,     0.33834,     0.33934,     0.34034,     0.34134,     0.34234,     0.34334,     0.34434,     0.34535,     0.34635,     0.34735,     0.34835,     0.34935,     0.35035,     0.35135,     0.35235,     0.35335,     0.35435,     0.35536,     0.35636,     0.35736,     0.35836,     0.35936,
           0.36036,     0.36136,     0.36236,     0.36336,     0.36436,     0.36537,     0.36637,     0.36737,     0.36837,     0.36937,     0.37037,     0.37137,     0.37237,     0.37337,     0.37437,     0.37538,     0.37638,     0.37738,     0.37838,     0.37938,     0.38038,     0.38138,     0.38238,     0.38338,
           0.38438,     0.38539,     0.38639,     0.38739,     0.38839,     0.38939,     0.39039,     0.39139,     0.39239,     0.39339,     0.39439,      0.3954,      0.3964,      0.3974,      0.3984,      0.3994,      0.4004,      0.4014,      0.4024,      0.4034,      0.4044,     0.40541,     0.40641,     0.40741,
           0.40841,     0.40941,     0.41041,     0.41141,     0.41241,     0.41341,     0.41441,     0.41542,     0.41642,     0.41742,     0.41842,     0.41942,     0.42042,     0.42142,     0.42242,     0.42342,     0.42442,     0.42543,     0.42643,     0.42743,     0.42843,     0.42943,     0.43043,     0.43143,
           0.43243,     0.43343,     0.43443,     0.43544,     0.43644,     0.43744,     0.43844,     0.43944,     0.44044,     0.44144,     0.44244,     0.44344,     0.44444,     0.44545,     0.44645,     0.44745,     0.44845,     0.44945,     0.45045,     0.45145,     0.45245,     0.45345,     0.45445,     0.45546,
           0.45646,     0.45746,     0.45846,     0.45946,     0.46046,     0.46146,     0.46246,     0.46346,     0.46446,     0.46547,     0.46647,     0.46747,     0.46847,     0.46947,     0.47047,     0.47147,     0.47247,     0.47347,     0.47447,     0.47548,     0.47648,     0.47748,     0.47848,     0.47948,
           0.48048,     0.48148,     0.48248,     0.48348,     0.48448,     0.48549,     0.48649,     0.48749,     0.48849,     0.48949,     0.49049,     0.49149,     0.49249,     0.49349,     0.49449,      0.4955,      0.4965,      0.4975,      0.4985,      0.4995,      0.5005,      0.5015,      0.5025,      0.5035,
            0.5045,     0.50551,     0.50651,     0.50751,     0.50851,     0.50951,     0.51051,     0.51151,     0.51251,     0.51351,     0.51451,     0.51552,     0.51652,     0.51752,     0.51852,     0.51952,     0.52052,     0.52152,     0.52252,     0.52352,     0.52452,     0.52553,     0.52653,     0.52753,
           0.52853,     0.52953,     0.53053,     0.53153,     0.53253,     0.53353,     0.53453,     0.53554,     0.53654,     0.53754,     0.53854,     0.53954,     0.54054,     0.54154,     0.54254,     0.54354,     0.54454,     0.54555,     0.54655,     0.54755,     0.54855,     0.54955,     0.55055,     0.55155,
           0.55255,     0.55355,     0.55455,     0.55556,     0.55656,     0.55756,     0.55856,     0.55956,     0.56056,     0.56156,     0.56256,     0.56356,     0.56456,     0.56557,     0.56657,     0.56757,     0.56857,     0.56957,     0.57057,     0.57157,     0.57257,     0.57357,     0.57457,     0.57558,
           0.57658,     0.57758,     0.57858,     0.57958,     0.58058,     0.58158,     0.58258,     0.58358,     0.58458,     0.58559,     0.58659,     0.58759,     0.58859,     0.58959,     0.59059,     0.59159,     0.59259,     0.59359,     0.59459,      0.5956,      0.5966,      0.5976,      0.5986,      0.5996,
            0.6006,      0.6016,      0.6026,      0.6036,      0.6046,     0.60561,     0.60661,     0.60761,     0.60861,     0.60961,     0.61061,     0.61161,     0.61261,     0.61361,     0.61461,     0.61562,     0.61662,     0.61762,     0.61862,     0.61962,     0.62062,     0.62162,     0.62262,     0.62362,
           0.62462,     0.62563,     0.62663,     0.62763,     0.62863,     0.62963,     0.63063,     0.63163,     0.63263,     0.63363,     0.63463,     0.63564,     0.63664,     0.63764,     0.63864,     0.63964,     0.64064,     0.64164,     0.64264,     0.64364,     0.64464,     0.64565,     0.64665,     0.64765,
           0.64865,     0.64965,     0.65065,     0.65165,     0.65265,     0.65365,     0.65465,     0.65566,     0.65666,     0.65766,     0.65866,     0.65966,     0.66066,     0.66166,     0.66266,     0.66366,     0.66466,     0.66567,     0.66667,     0.66767,     0.66867,     0.66967,     0.67067,     0.67167,
           0.67267,     0.67367,     0.67467,     0.67568,     0.67668,     0.67768,     0.67868,     0.67968,     0.68068,     0.68168,     0.68268,     0.68368,     0.68468,     0.68569,     0.68669,     0.68769,     0.68869,     0.68969,     0.69069,     0.69169,     0.69269,     0.69369,     0.69469,      0.6957,
            0.6967,      0.6977,      0.6987,      0.6997,      0.7007,      0.7017,      0.7027,      0.7037,      0.7047,     0.70571,     0.70671,     0.70771,     0.70871,     0.70971,     0.71071,     0.71171,     0.71271,     0.71371,     0.71471,     0.71572,     0.71672,     0.71772,     0.71872,     0.71972,
           0.72072,     0.72172,     0.72272,     0.72372,     0.72472,     0.72573,     0.72673,     0.72773,     0.72873,     0.72973,     0.73073,     0.73173,     0.73273,     0.73373,     0.73473,     0.73574,     0.73674,     0.73774,     0.73874,     0.73974,     0.74074,     0.74174,     0.74274,     0.74374,
           0.74474,     0.74575,     0.74675,     0.74775,     0.74875,     0.74975,     0.75075,     0.75175,     0.75275,     0.75375,     0.75475,     0.75576,     0.75676,     0.75776,     0.75876,     0.75976,     0.76076,     0.76176,     0.76276,     0.76376,     0.76476,     0.76577,     0.76677,     0.76777,
           0.76877,     0.76977,     0.77077,     0.77177,     0.77277,     0.77377,     0.77477,     0.77578,     0.77678,     0.77778,     0.77878,     0.77978,     0.78078,     0.78178,     0.78278,     0.78378,     0.78478,     0.78579,     0.78679,     0.78779,     0.78879,     0.78979,     0.79079,     0.79179,
           0.79279,     0.79379,     0.79479,      0.7958,      0.7968,      0.7978,      0.7988,      0.7998,      0.8008,      0.8018,      0.8028,      0.8038,      0.8048,     0.80581,     0.80681,     0.80781,     0.80881,     0.80981,     0.81081,     0.81181,     0.81281,     0.81381,     0.81481,     0.81582,
           0.81682,     0.81782,     0.81882,     0.81982,     0.82082,     0.82182,     0.82282,     0.82382,     0.82482,     0.82583,     0.82683,     0.82783,     0.82883,     0.82983,     0.83083,     0.83183,     0.83283,     0.83383,     0.83483,     0.83584,     0.83684,     0.83784,     0.83884,     0.83984,
           0.84084,     0.84184,     0.84284,     0.84384,     0.84484,     0.84585,     0.84685,     0.84785,     0.84885,     0.84985,     0.85085,     0.85185,     0.85285,     0.85385,     0.85485,     0.85586,     0.85686,     0.85786,     0.85886,     0.85986,     0.86086,     0.86186,     0.86286,     0.86386,
           0.86486,     0.86587,     0.86687,     0.86787,     0.86887,     0.86987,     0.87087,     0.87187,     0.87287,     0.87387,     0.87487,     0.87588,     0.87688,     0.87788,     0.87888,     0.87988,     0.88088,     0.88188,     0.88288,     0.88388,     0.88488,     0.88589,     0.88689,     0.88789,
           0.88889,     0.88989,     0.89089,     0.89189,     0.89289,     0.89389,     0.89489,      0.8959,      0.8969,      0.8979,      0.8989,      0.8999,      0.9009,      0.9019,      0.9029,      0.9039,      0.9049,     0.90591,     0.90691,     0.90791,     0.90891,     0.90991,     0.91091,     0.91191,
           0.91291,     0.91391,     0.91491,     0.91592,     0.91692,     0.91792,     0.91892,     0.91992,     0.92092,     0.92192,     0.92292,     0.92392,     0.92492,     0.92593,     0.92693,     0.92793,     0.92893,     0.92993,     0.93093,     0.93193,     0.93293,     0.93393,     0.93493,     0.93594,
           0.93694,     0.93794,     0.93894,     0.93994,     0.94094,     0.94194,     0.94294,     0.94394,     0.94494,     0.94595,     0.94695,     0.94795,     0.94895,     0.94995,     0.95095,     0.95195,     0.95295,     0.95395,     0.95495,     0.95596,     0.95696,     0.95796,     0.95896,     0.95996,
           0.96096,     0.96196,     0.96296,     0.96396,     0.96496,     0.96597,     0.96697,     0.96797,     0.96897,     0.96997,     0.97097,     0.97197,     0.97297,     0.97397,     0.97497,     0.97598,     0.97698,     0.97798,     0.97898,     0.97998,     0.98098,     0.98198,     0.98298,     0.98398,
           0.98498,     0.98599,     0.98699,     0.98799,     0.98899,     0.98999,     0.99099,     0.99199,     0.99299,     0.99399,     0.99499,       0.996,       0.997,       0.998,       0.999,           1]), array([[   0.087613,    0.087732,     0.12779, ...,           0,           0,           0],
       [    0.16959,     0.16959,      0.2342, ...,           0,           0,           0],
       [    0.21111,     0.21111,     0.28519, ...,     0.27242,      0.1976,           0],
       [    0.13363,     0.13363,     0.18335, ...,           0,           0,           0],
       [    0.34667,     0.34687,        0.44, ...,           0,           0,           0]], shape=(5, 1000)), 'Confidence', 'F1'], [array([          0,    0.001001,    0.002002,    0.003003,    0.004004,    0.005005,    0.006006,    0.007007,    0.008008,    0.009009,     0.01001,    0.011011,    0.012012,    0.013013,    0.014014,    0.015015,    0.016016,    0.017017,    0.018018,    0.019019,     0.02002,    0.021021,    0.022022,    0.023023,
          0.024024,    0.025025,    0.026026,    0.027027,    0.028028,    0.029029,     0.03003,    0.031031,    0.032032,    0.033033,    0.034034,    0.035035,    0.036036,    0.037037,    0.038038,    0.039039,     0.04004,    0.041041,    0.042042,    0.043043,    0.044044,    0.045045,    0.046046,    0.047047,
          0.048048,    0.049049,     0.05005,    0.051051,    0.052052,    0.053053,    0.054054,    0.055055,    0.056056,    0.057057,    0.058058,    0.059059,     0.06006,    0.061061,    0.062062,    0.063063,    0.064064,    0.065065,    0.066066,    0.067067,    0.068068,    0.069069,     0.07007,    0.071071,
          0.072072,    0.073073,    0.074074,    0.075075,    0.076076,    0.077077,    0.078078,    0.079079,     0.08008,    0.081081,    0.082082,    0.083083,    0.084084,    0.085085,    0.086086,    0.087087,    0.088088,    0.089089,     0.09009,    0.091091,    0.092092,    0.093093,    0.094094,    0.095095,
          0.096096,    0.097097,    0.098098,    0.099099,      0.1001,      0.1011,      0.1021,      0.1031,      0.1041,     0.10511,     0.10611,     0.10711,     0.10811,     0.10911,     0.11011,     0.11111,     0.11211,     0.11311,     0.11411,     0.11512,     0.11612,     0.11712,     0.11812,     0.11912,
           0.12012,     0.12112,     0.12212,     0.12312,     0.12412,     0.12513,     0.12613,     0.12713,     0.12813,     0.12913,     0.13013,     0.13113,     0.13213,     0.13313,     0.13413,     0.13514,     0.13614,     0.13714,     0.13814,     0.13914,     0.14014,     0.14114,     0.14214,     0.14314,
           0.14414,     0.14515,     0.14615,     0.14715,     0.14815,     0.14915,     0.15015,     0.15115,     0.15215,     0.15315,     0.15415,     0.15516,     0.15616,     0.15716,     0.15816,     0.15916,     0.16016,     0.16116,     0.16216,     0.16316,     0.16416,     0.16517,     0.16617,     0.16717,
           0.16817,     0.16917,     0.17017,     0.17117,     0.17217,     0.17317,     0.17417,     0.17518,     0.17618,     0.17718,     0.17818,     0.17918,     0.18018,     0.18118,     0.18218,     0.18318,     0.18418,     0.18519,     0.18619,     0.18719,     0.18819,     0.18919,     0.19019,     0.19119,
           0.19219,     0.19319,     0.19419,      0.1952,      0.1962,      0.1972,      0.1982,      0.1992,      0.2002,      0.2012,      0.2022,      0.2032,      0.2042,     0.20521,     0.20621,     0.20721,     0.20821,     0.20921,     0.21021,     0.21121,     0.21221,     0.21321,     0.21421,     0.21522,
           0.21622,     0.21722,     0.21822,     0.21922,     0.22022,     0.22122,     0.22222,     0.22322,     0.22422,     0.22523,     0.22623,     0.22723,     0.22823,     0.22923,     0.23023,     0.23123,     0.23223,     0.23323,     0.23423,     0.23524,     0.23624,     0.23724,     0.23824,     0.23924,
           0.24024,     0.24124,     0.24224,     0.24324,     0.24424,     0.24525,     0.24625,     0.24725,     0.24825,     0.24925,     0.25025,     0.25125,     0.25225,     0.25325,     0.25425,     0.25526,     0.25626,     0.25726,     0.25826,     0.25926,     0.26026,     0.26126,     0.26226,     0.26326,
           0.26426,     0.26527,     0.26627,     0.26727,     0.26827,     0.26927,     0.27027,     0.27127,     0.27227,     0.27327,     0.27427,     0.27528,     0.27628,     0.27728,     0.27828,     0.27928,     0.28028,     0.28128,     0.28228,     0.28328,     0.28428,     0.28529,     0.28629,     0.28729,
           0.28829,     0.28929,     0.29029,     0.29129,     0.29229,     0.29329,     0.29429,      0.2953,      0.2963,      0.2973,      0.2983,      0.2993,      0.3003,      0.3013,      0.3023,      0.3033,      0.3043,     0.30531,     0.30631,     0.30731,     0.30831,     0.30931,     0.31031,     0.31131,
           0.31231,     0.31331,     0.31431,     0.31532,     0.31632,     0.31732,     0.31832,     0.31932,     0.32032,     0.32132,     0.32232,     0.32332,     0.32432,     0.32533,     0.32633,     0.32733,     0.32833,     0.32933,     0.33033,     0.33133,     0.33233,     0.33333,     0.33433,     0.33534,
           0.33634,     0.33734,     0.33834,     0.33934,     0.34034,     0.34134,     0.34234,     0.34334,     0.34434,     0.34535,     0.34635,     0.34735,     0.34835,     0.34935,     0.35035,     0.35135,     0.35235,     0.35335,     0.35435,     0.35536,     0.35636,     0.35736,     0.35836,     0.35936,
           0.36036,     0.36136,     0.36236,     0.36336,     0.36436,     0.36537,     0.36637,     0.36737,     0.36837,     0.36937,     0.37037,     0.37137,     0.37237,     0.37337,     0.37437,     0.37538,     0.37638,     0.37738,     0.37838,     0.37938,     0.38038,     0.38138,     0.38238,     0.38338,
           0.38438,     0.38539,     0.38639,     0.38739,     0.38839,     0.38939,     0.39039,     0.39139,     0.39239,     0.39339,     0.39439,      0.3954,      0.3964,      0.3974,      0.3984,      0.3994,      0.4004,      0.4014,      0.4024,      0.4034,      0.4044,     0.40541,     0.40641,     0.40741,
           0.40841,     0.40941,     0.41041,     0.41141,     0.41241,     0.41341,     0.41441,     0.41542,     0.41642,     0.41742,     0.41842,     0.41942,     0.42042,     0.42142,     0.42242,     0.42342,     0.42442,     0.42543,     0.42643,     0.42743,     0.42843,     0.42943,     0.43043,     0.43143,
           0.43243,     0.43343,     0.43443,     0.43544,     0.43644,     0.43744,     0.43844,     0.43944,     0.44044,     0.44144,     0.44244,     0.44344,     0.44444,     0.44545,     0.44645,     0.44745,     0.44845,     0.44945,     0.45045,     0.45145,     0.45245,     0.45345,     0.45445,     0.45546,
           0.45646,     0.45746,     0.45846,     0.45946,     0.46046,     0.46146,     0.46246,     0.46346,     0.46446,     0.46547,     0.46647,     0.46747,     0.46847,     0.46947,     0.47047,     0.47147,     0.47247,     0.47347,     0.47447,     0.47548,     0.47648,     0.47748,     0.47848,     0.47948,
           0.48048,     0.48148,     0.48248,     0.48348,     0.48448,     0.48549,     0.48649,     0.48749,     0.48849,     0.48949,     0.49049,     0.49149,     0.49249,     0.49349,     0.49449,      0.4955,      0.4965,      0.4975,      0.4985,      0.4995,      0.5005,      0.5015,      0.5025,      0.5035,
            0.5045,     0.50551,     0.50651,     0.50751,     0.50851,     0.50951,     0.51051,     0.51151,     0.51251,     0.51351,     0.51451,     0.51552,     0.51652,     0.51752,     0.51852,     0.51952,     0.52052,     0.52152,     0.52252,     0.52352,     0.52452,     0.52553,     0.52653,     0.52753,
           0.52853,     0.52953,     0.53053,     0.53153,     0.53253,     0.53353,     0.53453,     0.53554,     0.53654,     0.53754,     0.53854,     0.53954,     0.54054,     0.54154,     0.54254,     0.54354,     0.54454,     0.54555,     0.54655,     0.54755,     0.54855,     0.54955,     0.55055,     0.55155,
           0.55255,     0.55355,     0.55455,     0.55556,     0.55656,     0.55756,     0.55856,     0.55956,     0.56056,     0.56156,     0.56256,     0.56356,     0.56456,     0.56557,     0.56657,     0.56757,     0.56857,     0.56957,     0.57057,     0.57157,     0.57257,     0.57357,     0.57457,     0.57558,
           0.57658,     0.57758,     0.57858,     0.57958,     0.58058,     0.58158,     0.58258,     0.58358,     0.58458,     0.58559,     0.58659,     0.58759,     0.58859,     0.58959,     0.59059,     0.59159,     0.59259,     0.59359,     0.59459,      0.5956,      0.5966,      0.5976,      0.5986,      0.5996,
            0.6006,      0.6016,      0.6026,      0.6036,      0.6046,     0.60561,     0.60661,     0.60761,     0.60861,     0.60961,     0.61061,     0.61161,     0.61261,     0.61361,     0.61461,     0.61562,     0.61662,     0.61762,     0.61862,     0.61962,     0.62062,     0.62162,     0.62262,     0.62362,
           0.62462,     0.62563,     0.62663,     0.62763,     0.62863,     0.62963,     0.63063,     0.63163,     0.63263,     0.63363,     0.63463,     0.63564,     0.63664,     0.63764,     0.63864,     0.63964,     0.64064,     0.64164,     0.64264,     0.64364,     0.64464,     0.64565,     0.64665,     0.64765,
           0.64865,     0.64965,     0.65065,     0.65165,     0.65265,     0.65365,     0.65465,     0.65566,     0.65666,     0.65766,     0.65866,     0.65966,     0.66066,     0.66166,     0.66266,     0.66366,     0.66466,     0.66567,     0.66667,     0.66767,     0.66867,     0.66967,     0.67067,     0.67167,
           0.67267,     0.67367,     0.67467,     0.67568,     0.67668,     0.67768,     0.67868,     0.67968,     0.68068,     0.68168,     0.68268,     0.68368,     0.68468,     0.68569,     0.68669,     0.68769,     0.68869,     0.68969,     0.69069,     0.69169,     0.69269,     0.69369,     0.69469,      0.6957,
            0.6967,      0.6977,      0.6987,      0.6997,      0.7007,      0.7017,      0.7027,      0.7037,      0.7047,     0.70571,     0.70671,     0.70771,     0.70871,     0.70971,     0.71071,     0.71171,     0.71271,     0.71371,     0.71471,     0.71572,     0.71672,     0.71772,     0.71872,     0.71972,
           0.72072,     0.72172,     0.72272,     0.72372,     0.72472,     0.72573,     0.72673,     0.72773,     0.72873,     0.72973,     0.73073,     0.73173,     0.73273,     0.73373,     0.73473,     0.73574,     0.73674,     0.73774,     0.73874,     0.73974,     0.74074,     0.74174,     0.74274,     0.74374,
           0.74474,     0.74575,     0.74675,     0.74775,     0.74875,     0.74975,     0.75075,     0.75175,     0.75275,     0.75375,     0.75475,     0.75576,     0.75676,     0.75776,     0.75876,     0.75976,     0.76076,     0.76176,     0.76276,     0.76376,     0.76476,     0.76577,     0.76677,     0.76777,
           0.76877,     0.76977,     0.77077,     0.77177,     0.77277,     0.77377,     0.77477,     0.77578,     0.77678,     0.77778,     0.77878,     0.77978,     0.78078,     0.78178,     0.78278,     0.78378,     0.78478,     0.78579,     0.78679,     0.78779,     0.78879,     0.78979,     0.79079,     0.79179,
           0.79279,     0.79379,     0.79479,      0.7958,      0.7968,      0.7978,      0.7988,      0.7998,      0.8008,      0.8018,      0.8028,      0.8038,      0.8048,     0.80581,     0.80681,     0.80781,     0.80881,     0.80981,     0.81081,     0.81181,     0.81281,     0.81381,     0.81481,     0.81582,
           0.81682,     0.81782,     0.81882,     0.81982,     0.82082,     0.82182,     0.82282,     0.82382,     0.82482,     0.82583,     0.82683,     0.82783,     0.82883,     0.82983,     0.83083,     0.83183,     0.83283,     0.83383,     0.83483,     0.83584,     0.83684,     0.83784,     0.83884,     0.83984,
           0.84084,     0.84184,     0.84284,     0.84384,     0.84484,     0.84585,     0.84685,     0.84785,     0.84885,     0.84985,     0.85085,     0.85185,     0.85285,     0.85385,     0.85485,     0.85586,     0.85686,     0.85786,     0.85886,     0.85986,     0.86086,     0.86186,     0.86286,     0.86386,
           0.86486,     0.86587,     0.86687,     0.86787,     0.86887,     0.86987,     0.87087,     0.87187,     0.87287,     0.87387,     0.87487,     0.87588,     0.87688,     0.87788,     0.87888,     0.87988,     0.88088,     0.88188,     0.88288,     0.88388,     0.88488,     0.88589,     0.88689,     0.88789,
           0.88889,     0.88989,     0.89089,     0.89189,     0.89289,     0.89389,     0.89489,      0.8959,      0.8969,      0.8979,      0.8989,      0.8999,      0.9009,      0.9019,      0.9029,      0.9039,      0.9049,     0.90591,     0.90691,     0.90791,     0.90891,     0.90991,     0.91091,     0.91191,
           0.91291,     0.91391,     0.91491,     0.91592,     0.91692,     0.91792,     0.91892,     0.91992,     0.92092,     0.92192,     0.92292,     0.92392,     0.92492,     0.92593,     0.92693,     0.92793,     0.92893,     0.92993,     0.93093,     0.93193,     0.93293,     0.93393,     0.93493,     0.93594,
           0.93694,     0.93794,     0.93894,     0.93994,     0.94094,     0.94194,     0.94294,     0.94394,     0.94494,     0.94595,     0.94695,     0.94795,     0.94895,     0.94995,     0.95095,     0.95195,     0.95295,     0.95395,     0.95495,     0.95596,     0.95696,     0.95796,     0.95896,     0.95996,
           0.96096,     0.96196,     0.96296,     0.96396,     0.96496,     0.96597,     0.96697,     0.96797,     0.96897,     0.96997,     0.97097,     0.97197,     0.97297,     0.97397,     0.97497,     0.97598,     0.97698,     0.97798,     0.97898,     0.97998,     0.98098,     0.98198,     0.98298,     0.98398,
           0.98498,     0.98599,     0.98699,     0.98799,     0.98899,     0.98999,     0.99099,     0.99199,     0.99299,     0.99399,     0.99499,       0.996,       0.997,       0.998,       0.999,           1]), array([[   0.045959,    0.046024,     0.06858, ...,           1,           1,           1],
       [   0.092652,    0.092652,     0.13263, ...,           1,           1,           1],
       [    0.11801,     0.11801,     0.16631, ...,     0.99181,           1,           1],
       [   0.071599,    0.071599,     0.10093, ...,           1,           1,           1],
       [    0.20968,     0.20983,     0.28205, ...,           1,           1,           1]], shape=(5, 1000)), 'Confidence', 'Precision'], [array([          0,    0.001001,    0.002002,    0.003003,    0.004004,    0.005005,    0.006006,    0.007007,    0.008008,    0.009009,     0.01001,    0.011011,    0.012012,    0.013013,    0.014014,    0.015015,    0.016016,    0.017017,    0.018018,    0.019019,     0.02002,    0.021021,    0.022022,    0.023023,
          0.024024,    0.025025,    0.026026,    0.027027,    0.028028,    0.029029,     0.03003,    0.031031,    0.032032,    0.033033,    0.034034,    0.035035,    0.036036,    0.037037,    0.038038,    0.039039,     0.04004,    0.041041,    0.042042,    0.043043,    0.044044,    0.045045,    0.046046,    0.047047,
          0.048048,    0.049049,     0.05005,    0.051051,    0.052052,    0.053053,    0.054054,    0.055055,    0.056056,    0.057057,    0.058058,    0.059059,     0.06006,    0.061061,    0.062062,    0.063063,    0.064064,    0.065065,    0.066066,    0.067067,    0.068068,    0.069069,     0.07007,    0.071071,
          0.072072,    0.073073,    0.074074,    0.075075,    0.076076,    0.077077,    0.078078,    0.079079,     0.08008,    0.081081,    0.082082,    0.083083,    0.084084,    0.085085,    0.086086,    0.087087,    0.088088,    0.089089,     0.09009,    0.091091,    0.092092,    0.093093,    0.094094,    0.095095,
          0.096096,    0.097097,    0.098098,    0.099099,      0.1001,      0.1011,      0.1021,      0.1031,      0.1041,     0.10511,     0.10611,     0.10711,     0.10811,     0.10911,     0.11011,     0.11111,     0.11211,     0.11311,     0.11411,     0.11512,     0.11612,     0.11712,     0.11812,     0.11912,
           0.12012,     0.12112,     0.12212,     0.12312,     0.12412,     0.12513,     0.12613,     0.12713,     0.12813,     0.12913,     0.13013,     0.13113,     0.13213,     0.13313,     0.13413,     0.13514,     0.13614,     0.13714,     0.13814,     0.13914,     0.14014,     0.14114,     0.14214,     0.14314,
           0.14414,     0.14515,     0.14615,     0.14715,     0.14815,     0.14915,     0.15015,     0.15115,     0.15215,     0.15315,     0.15415,     0.15516,     0.15616,     0.15716,     0.15816,     0.15916,     0.16016,     0.16116,     0.16216,     0.16316,     0.16416,     0.16517,     0.16617,     0.16717,
           0.16817,     0.16917,     0.17017,     0.17117,     0.17217,     0.17317,     0.17417,     0.17518,     0.17618,     0.17718,     0.17818,     0.17918,     0.18018,     0.18118,     0.18218,     0.18318,     0.18418,     0.18519,     0.18619,     0.18719,     0.18819,     0.18919,     0.19019,     0.19119,
           0.19219,     0.19319,     0.19419,      0.1952,      0.1962,      0.1972,      0.1982,      0.1992,      0.2002,      0.2012,      0.2022,      0.2032,      0.2042,     0.20521,     0.20621,     0.20721,     0.20821,     0.20921,     0.21021,     0.21121,     0.21221,     0.21321,     0.21421,     0.21522,
           0.21622,     0.21722,     0.21822,     0.21922,     0.22022,     0.22122,     0.22222,     0.22322,     0.22422,     0.22523,     0.22623,     0.22723,     0.22823,     0.22923,     0.23023,     0.23123,     0.23223,     0.23323,     0.23423,     0.23524,     0.23624,     0.23724,     0.23824,     0.23924,
           0.24024,     0.24124,     0.24224,     0.24324,     0.24424,     0.24525,     0.24625,     0.24725,     0.24825,     0.24925,     0.25025,     0.25125,     0.25225,     0.25325,     0.25425,     0.25526,     0.25626,     0.25726,     0.25826,     0.25926,     0.26026,     0.26126,     0.26226,     0.26326,
           0.26426,     0.26527,     0.26627,     0.26727,     0.26827,     0.26927,     0.27027,     0.27127,     0.27227,     0.27327,     0.27427,     0.27528,     0.27628,     0.27728,     0.27828,     0.27928,     0.28028,     0.28128,     0.28228,     0.28328,     0.28428,     0.28529,     0.28629,     0.28729,
           0.28829,     0.28929,     0.29029,     0.29129,     0.29229,     0.29329,     0.29429,      0.2953,      0.2963,      0.2973,      0.2983,      0.2993,      0.3003,      0.3013,      0.3023,      0.3033,      0.3043,     0.30531,     0.30631,     0.30731,     0.30831,     0.30931,     0.31031,     0.31131,
           0.31231,     0.31331,     0.31431,     0.31532,     0.31632,     0.31732,     0.31832,     0.31932,     0.32032,     0.32132,     0.32232,     0.32332,     0.32432,     0.32533,     0.32633,     0.32733,     0.32833,     0.32933,     0.33033,     0.33133,     0.33233,     0.33333,     0.33433,     0.33534,
           0.33634,     0.33734,     0.33834,     0.33934,     0.34034,     0.34134,     0.34234,     0.34334,     0.34434,     0.34535,     0.34635,     0.34735,     0.34835,     0.34935,     0.35035,     0.35135,     0.35235,     0.35335,     0.35435,     0.35536,     0.35636,     0.35736,     0.35836,     0.35936,
           0.36036,     0.36136,     0.36236,     0.36336,     0.36436,     0.36537,     0.36637,     0.36737,     0.36837,     0.36937,     0.37037,     0.37137,     0.37237,     0.37337,     0.37437,     0.37538,     0.37638,     0.37738,     0.37838,     0.37938,     0.38038,     0.38138,     0.38238,     0.38338,
           0.38438,     0.38539,     0.38639,     0.38739,     0.38839,     0.38939,     0.39039,     0.39139,     0.39239,     0.39339,     0.39439,      0.3954,      0.3964,      0.3974,      0.3984,      0.3994,      0.4004,      0.4014,      0.4024,      0.4034,      0.4044,     0.40541,     0.40641,     0.40741,
           0.40841,     0.40941,     0.41041,     0.41141,     0.41241,     0.41341,     0.41441,     0.41542,     0.41642,     0.41742,     0.41842,     0.41942,     0.42042,     0.42142,     0.42242,     0.42342,     0.42442,     0.42543,     0.42643,     0.42743,     0.42843,     0.42943,     0.43043,     0.43143,
           0.43243,     0.43343,     0.43443,     0.43544,     0.43644,     0.43744,     0.43844,     0.43944,     0.44044,     0.44144,     0.44244,     0.44344,     0.44444,     0.44545,     0.44645,     0.44745,     0.44845,     0.44945,     0.45045,     0.45145,     0.45245,     0.45345,     0.45445,     0.45546,
           0.45646,     0.45746,     0.45846,     0.45946,     0.46046,     0.46146,     0.46246,     0.46346,     0.46446,     0.46547,     0.46647,     0.46747,     0.46847,     0.46947,     0.47047,     0.47147,     0.47247,     0.47347,     0.47447,     0.47548,     0.47648,     0.47748,     0.47848,     0.47948,
           0.48048,     0.48148,     0.48248,     0.48348,     0.48448,     0.48549,     0.48649,     0.48749,     0.48849,     0.48949,     0.49049,     0.49149,     0.49249,     0.49349,     0.49449,      0.4955,      0.4965,      0.4975,      0.4985,      0.4995,      0.5005,      0.5015,      0.5025,      0.5035,
            0.5045,     0.50551,     0.50651,     0.50751,     0.50851,     0.50951,     0.51051,     0.51151,     0.51251,     0.51351,     0.51451,     0.51552,     0.51652,     0.51752,     0.51852,     0.51952,     0.52052,     0.52152,     0.52252,     0.52352,     0.52452,     0.52553,     0.52653,     0.52753,
           0.52853,     0.52953,     0.53053,     0.53153,     0.53253,     0.53353,     0.53453,     0.53554,     0.53654,     0.53754,     0.53854,     0.53954,     0.54054,     0.54154,     0.54254,     0.54354,     0.54454,     0.54555,     0.54655,     0.54755,     0.54855,     0.54955,     0.55055,     0.55155,
           0.55255,     0.55355,     0.55455,     0.55556,     0.55656,     0.55756,     0.55856,     0.55956,     0.56056,     0.56156,     0.56256,     0.56356,     0.56456,     0.56557,     0.56657,     0.56757,     0.56857,     0.56957,     0.57057,     0.57157,     0.57257,     0.57357,     0.57457,     0.57558,
           0.57658,     0.57758,     0.57858,     0.57958,     0.58058,     0.58158,     0.58258,     0.58358,     0.58458,     0.58559,     0.58659,     0.58759,     0.58859,     0.58959,     0.59059,     0.59159,     0.59259,     0.59359,     0.59459,      0.5956,      0.5966,      0.5976,      0.5986,      0.5996,
            0.6006,      0.6016,      0.6026,      0.6036,      0.6046,     0.60561,     0.60661,     0.60761,     0.60861,     0.60961,     0.61061,     0.61161,     0.61261,     0.61361,     0.61461,     0.61562,     0.61662,     0.61762,     0.61862,     0.61962,     0.62062,     0.62162,     0.62262,     0.62362,
           0.62462,     0.62563,     0.62663,     0.62763,     0.62863,     0.62963,     0.63063,     0.63163,     0.63263,     0.63363,     0.63463,     0.63564,     0.63664,     0.63764,     0.63864,     0.63964,     0.64064,     0.64164,     0.64264,     0.64364,     0.64464,     0.64565,     0.64665,     0.64765,
           0.64865,     0.64965,     0.65065,     0.65165,     0.65265,     0.65365,     0.65465,     0.65566,     0.65666,     0.65766,     0.65866,     0.65966,     0.66066,     0.66166,     0.66266,     0.66366,     0.66466,     0.66567,     0.66667,     0.66767,     0.66867,     0.66967,     0.67067,     0.67167,
           0.67267,     0.67367,     0.67467,     0.67568,     0.67668,     0.67768,     0.67868,     0.67968,     0.68068,     0.68168,     0.68268,     0.68368,     0.68468,     0.68569,     0.68669,     0.68769,     0.68869,     0.68969,     0.69069,     0.69169,     0.69269,     0.69369,     0.69469,      0.6957,
            0.6967,      0.6977,      0.6987,      0.6997,      0.7007,      0.7017,      0.7027,      0.7037,      0.7047,     0.70571,     0.70671,     0.70771,     0.70871,     0.70971,     0.71071,     0.71171,     0.71271,     0.71371,     0.71471,     0.71572,     0.71672,     0.71772,     0.71872,     0.71972,
           0.72072,     0.72172,     0.72272,     0.72372,     0.72472,     0.72573,     0.72673,     0.72773,     0.72873,     0.72973,     0.73073,     0.73173,     0.73273,     0.73373,     0.73473,     0.73574,     0.73674,     0.73774,     0.73874,     0.73974,     0.74074,     0.74174,     0.74274,     0.74374,
           0.74474,     0.74575,     0.74675,     0.74775,     0.74875,     0.74975,     0.75075,     0.75175,     0.75275,     0.75375,     0.75475,     0.75576,     0.75676,     0.75776,     0.75876,     0.75976,     0.76076,     0.76176,     0.76276,     0.76376,     0.76476,     0.76577,     0.76677,     0.76777,
           0.76877,     0.76977,     0.77077,     0.77177,     0.77277,     0.77377,     0.77477,     0.77578,     0.77678,     0.77778,     0.77878,     0.77978,     0.78078,     0.78178,     0.78278,     0.78378,     0.78478,     0.78579,     0.78679,     0.78779,     0.78879,     0.78979,     0.79079,     0.79179,
           0.79279,     0.79379,     0.79479,      0.7958,      0.7968,      0.7978,      0.7988,      0.7998,      0.8008,      0.8018,      0.8028,      0.8038,      0.8048,     0.80581,     0.80681,     0.80781,     0.80881,     0.80981,     0.81081,     0.81181,     0.81281,     0.81381,     0.81481,     0.81582,
           0.81682,     0.81782,     0.81882,     0.81982,     0.82082,     0.82182,     0.82282,     0.82382,     0.82482,     0.82583,     0.82683,     0.82783,     0.82883,     0.82983,     0.83083,     0.83183,     0.83283,     0.83383,     0.83483,     0.83584,     0.83684,     0.83784,     0.83884,     0.83984,
           0.84084,     0.84184,     0.84284,     0.84384,     0.84484,     0.84585,     0.84685,     0.84785,     0.84885,     0.84985,     0.85085,     0.85185,     0.85285,     0.85385,     0.85485,     0.85586,     0.85686,     0.85786,     0.85886,     0.85986,     0.86086,     0.86186,     0.86286,     0.86386,
           0.86486,     0.86587,     0.86687,     0.86787,     0.86887,     0.86987,     0.87087,     0.87187,     0.87287,     0.87387,     0.87487,     0.87588,     0.87688,     0.87788,     0.87888,     0.87988,     0.88088,     0.88188,     0.88288,     0.88388,     0.88488,     0.88589,     0.88689,     0.88789,
           0.88889,     0.88989,     0.89089,     0.89189,     0.89289,     0.89389,     0.89489,      0.8959,      0.8969,      0.8979,      0.8989,      0.8999,      0.9009,      0.9019,      0.9029,      0.9039,      0.9049,     0.90591,     0.90691,     0.90791,     0.90891,     0.90991,     0.91091,     0.91191,
           0.91291,     0.91391,     0.91491,     0.91592,     0.91692,     0.91792,     0.91892,     0.91992,     0.92092,     0.92192,     0.92292,     0.92392,     0.92492,     0.92593,     0.92693,     0.92793,     0.92893,     0.92993,     0.93093,     0.93193,     0.93293,     0.93393,     0.93493,     0.93594,
           0.93694,     0.93794,     0.93894,     0.93994,     0.94094,     0.94194,     0.94294,     0.94394,     0.94494,     0.94595,     0.94695,     0.94795,     0.94895,     0.94995,     0.95095,     0.95195,     0.95295,     0.95395,     0.95495,     0.95596,     0.95696,     0.95796,     0.95896,     0.95996,
           0.96096,     0.96196,     0.96296,     0.96396,     0.96496,     0.96597,     0.96697,     0.96797,     0.96897,     0.96997,     0.97097,     0.97197,     0.97297,     0.97397,     0.97497,     0.97598,     0.97698,     0.97798,     0.97898,     0.97998,     0.98098,     0.98198,     0.98298,     0.98398,
           0.98498,     0.98599,     0.98699,     0.98799,     0.98899,     0.98999,     0.99099,     0.99199,     0.99299,     0.99399,     0.99499,       0.996,       0.997,       0.998,       0.999,           1]), array([[    0.93548,     0.93548,     0.93548, ...,           0,           0,           0],
       [          1,           1,           1, ...,           0,           0,           0],
       [          1,           1,           1, ...,     0.15789,     0.10963,           0],
       [          1,           1,           1, ...,           0,           0,           0],
       [          1,           1,           1, ...,           0,           0,           0]], shape=(5, 1000)), 'Confidence', 'Recall']]
fitness: np.float64(0.7697230430300179)
keys: ['metrics/precision(B)', 'metrics/recall(B)', 'metrics/mAP50(B)', 'metrics/mAP50-95(B)']
maps: array([    0.48466,     0.83718,     0.85357,     0.71106,     0.88593])
names: {0: 'iguana', 1: 'lobo_marino', 2: 'pelΓ­cano', 3: 'pingΓΌino', 4: 'tortuga'}
nt_per_class: array([62, 29, 38, 30, 39])
nt_per_image: array([33, 24, 27, 12, 37])
results_dict: {'metrics/precision(B)': np.float64(0.8781323803136438), 'metrics/recall(B)': np.float64(0.8714087093438163), 'metrics/mAP50(B)': np.float64(0.9069374312601903), 'metrics/mAP50-95(B)': np.float64(0.7544769998933321), 'fitness': np.float64(0.7697230430300179)}
save_dir: PosixPath('runs/detect/galapagos_yolo11l_cpu')
speed: {'preprocess': 0.858484088090014, 'inference': 284.6333330465864, 'loss': 0.0004187486844048614, 'postprocess': 0.46476275623668317}
stats: {'tp': [], 'conf': [], 'pred_cls': [], 'target_cls': [], 'target_img': []}
task: 'detect'
InΒ [Β ]: